{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import pickle as pk\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_path = '../Data/'  # 文件路径\n",
    "model_path = '../model/' # 模型路径"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_train = pd.read_csv(data_path+'train.csv') # 训练数据\n",
    "data_test = pd.read_csv(data_path+'test.csv')   # 测试数据\n",
    "data_songs = pd.read_csv(data_path+'songs.csv')  # 歌曲元数据信息，用unicode编码\n",
    "data_song_extra_info = pd.read_csv(data_path+'song_extra_info.csv') # 歌曲额外信息\n",
    "data_members = pd.read_csv(data_path+'members.csv') # 用户元数据信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(7377418, 6)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>msno</th>\n",
       "      <th>song_id</th>\n",
       "      <th>source_system_tab</th>\n",
       "      <th>source_screen_name</th>\n",
       "      <th>source_type</th>\n",
       "      <th>target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>FGtllVqz18RPiwJj/edr2gV78zirAiY/9SmYvia+kCg=</td>\n",
       "      <td>BBzumQNXUHKdEBOB7mAJuzok+IJA1c2Ryg/yzTF6tik=</td>\n",
       "      <td>explore</td>\n",
       "      <td>Explore</td>\n",
       "      <td>online-playlist</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Xumu+NIjS6QYVxDS4/t3SawvJ7viT9hPKXmf0RtLNx8=</td>\n",
       "      <td>bhp/MpSNoqoxOIB+/l8WPqu6jldth4DIpCm3ayXnJqM=</td>\n",
       "      <td>my library</td>\n",
       "      <td>Local playlist more</td>\n",
       "      <td>local-playlist</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Xumu+NIjS6QYVxDS4/t3SawvJ7viT9hPKXmf0RtLNx8=</td>\n",
       "      <td>JNWfrrC7zNN7BdMpsISKa4Mw+xVJYNnxXh3/Epw7QgY=</td>\n",
       "      <td>my library</td>\n",
       "      <td>Local playlist more</td>\n",
       "      <td>local-playlist</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Xumu+NIjS6QYVxDS4/t3SawvJ7viT9hPKXmf0RtLNx8=</td>\n",
       "      <td>2A87tzfnJTSWqD7gIZHisolhe4DMdzkbd6LzO1KHjNs=</td>\n",
       "      <td>my library</td>\n",
       "      <td>Local playlist more</td>\n",
       "      <td>local-playlist</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>FGtllVqz18RPiwJj/edr2gV78zirAiY/9SmYvia+kCg=</td>\n",
       "      <td>3qm6XTZ6MOCU11x8FIVbAGH5l5uMkT3/ZalWG1oo2Gc=</td>\n",
       "      <td>explore</td>\n",
       "      <td>Explore</td>\n",
       "      <td>online-playlist</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           msno  \\\n",
       "0  FGtllVqz18RPiwJj/edr2gV78zirAiY/9SmYvia+kCg=   \n",
       "1  Xumu+NIjS6QYVxDS4/t3SawvJ7viT9hPKXmf0RtLNx8=   \n",
       "2  Xumu+NIjS6QYVxDS4/t3SawvJ7viT9hPKXmf0RtLNx8=   \n",
       "3  Xumu+NIjS6QYVxDS4/t3SawvJ7viT9hPKXmf0RtLNx8=   \n",
       "4  FGtllVqz18RPiwJj/edr2gV78zirAiY/9SmYvia+kCg=   \n",
       "\n",
       "                                        song_id source_system_tab  \\\n",
       "0  BBzumQNXUHKdEBOB7mAJuzok+IJA1c2Ryg/yzTF6tik=           explore   \n",
       "1  bhp/MpSNoqoxOIB+/l8WPqu6jldth4DIpCm3ayXnJqM=        my library   \n",
       "2  JNWfrrC7zNN7BdMpsISKa4Mw+xVJYNnxXh3/Epw7QgY=        my library   \n",
       "3  2A87tzfnJTSWqD7gIZHisolhe4DMdzkbd6LzO1KHjNs=        my library   \n",
       "4  3qm6XTZ6MOCU11x8FIVbAGH5l5uMkT3/ZalWG1oo2Gc=           explore   \n",
       "\n",
       "    source_screen_name      source_type  target  \n",
       "0              Explore  online-playlist       1  \n",
       "1  Local playlist more   local-playlist       1  \n",
       "2  Local playlist more   local-playlist       1  \n",
       "3  Local playlist more   local-playlist       1  \n",
       "4              Explore  online-playlist       1  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2556790, 6)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>msno</th>\n",
       "      <th>song_id</th>\n",
       "      <th>source_system_tab</th>\n",
       "      <th>source_screen_name</th>\n",
       "      <th>source_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>V8ruy7SGk7tDm3zA51DPpn6qutt+vmKMBKa21dp54uM=</td>\n",
       "      <td>WmHKgKMlp1lQMecNdNvDMkvIycZYHnFwDT72I5sIssc=</td>\n",
       "      <td>my library</td>\n",
       "      <td>Local playlist more</td>\n",
       "      <td>local-library</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>V8ruy7SGk7tDm3zA51DPpn6qutt+vmKMBKa21dp54uM=</td>\n",
       "      <td>y/rsZ9DC7FwK5F2PK2D5mj+aOBUJAjuu3dZ14NgE0vM=</td>\n",
       "      <td>my library</td>\n",
       "      <td>Local playlist more</td>\n",
       "      <td>local-library</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>/uQAlrAkaczV+nWCd2sPF2ekvXPRipV7q0l+gbLuxjw=</td>\n",
       "      <td>8eZLFOdGVdXBSqoAv5nsLigeH2BvKXzTQYtUM53I0k4=</td>\n",
       "      <td>discover</td>\n",
       "      <td>NaN</td>\n",
       "      <td>song-based-playlist</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>1a6oo/iXKatxQx4eS9zTVD+KlSVaAFbTIqVvwLC1Y0k=</td>\n",
       "      <td>ztCf8thYsS4YN3GcIL/bvoxLm/T5mYBVKOO4C9NiVfQ=</td>\n",
       "      <td>radio</td>\n",
       "      <td>Radio</td>\n",
       "      <td>radio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>1a6oo/iXKatxQx4eS9zTVD+KlSVaAFbTIqVvwLC1Y0k=</td>\n",
       "      <td>MKVMpslKcQhMaFEgcEQhEfi5+RZhMYlU3eRDpySrH8Y=</td>\n",
       "      <td>radio</td>\n",
       "      <td>Radio</td>\n",
       "      <td>radio</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   id                                          msno  \\\n",
       "0   0  V8ruy7SGk7tDm3zA51DPpn6qutt+vmKMBKa21dp54uM=   \n",
       "1   1  V8ruy7SGk7tDm3zA51DPpn6qutt+vmKMBKa21dp54uM=   \n",
       "2   2  /uQAlrAkaczV+nWCd2sPF2ekvXPRipV7q0l+gbLuxjw=   \n",
       "3   3  1a6oo/iXKatxQx4eS9zTVD+KlSVaAFbTIqVvwLC1Y0k=   \n",
       "4   4  1a6oo/iXKatxQx4eS9zTVD+KlSVaAFbTIqVvwLC1Y0k=   \n",
       "\n",
       "                                        song_id source_system_tab  \\\n",
       "0  WmHKgKMlp1lQMecNdNvDMkvIycZYHnFwDT72I5sIssc=        my library   \n",
       "1  y/rsZ9DC7FwK5F2PK2D5mj+aOBUJAjuu3dZ14NgE0vM=        my library   \n",
       "2  8eZLFOdGVdXBSqoAv5nsLigeH2BvKXzTQYtUM53I0k4=          discover   \n",
       "3  ztCf8thYsS4YN3GcIL/bvoxLm/T5mYBVKOO4C9NiVfQ=             radio   \n",
       "4  MKVMpslKcQhMaFEgcEQhEfi5+RZhMYlU3eRDpySrH8Y=             radio   \n",
       "\n",
       "    source_screen_name          source_type  \n",
       "0  Local playlist more        local-library  \n",
       "1  Local playlist more        local-library  \n",
       "2                  NaN  song-based-playlist  \n",
       "3                Radio                radio  \n",
       "4                Radio                radio  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_test.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['465', '444', '726', ..., '786|958|2022', '1259|2107', '1138|2022'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_songs.head()\n",
    "data_songs.genre_ids.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>song_id</th>\n",
       "      <th>name</th>\n",
       "      <th>isrc</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>LP7pLJoJFBvyuUwvu+oLzjT+bI+UeBPURCecJsX1jjs=</td>\n",
       "      <td>我們</td>\n",
       "      <td>TWUM71200043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ClazTFnk6r0Bnuie44bocdNMM3rdlrq0bCGAsGUWcHE=</td>\n",
       "      <td>Let Me Love You</td>\n",
       "      <td>QMZSY1600015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>u2ja/bZE3zhCGxvbbOB3zOoUjx27u40cf5g09UXMoKQ=</td>\n",
       "      <td>原諒我</td>\n",
       "      <td>TWA530887303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>92Fqsy0+p6+RHe2EoLKjHahORHR1Kq1TBJoClW9v+Ts=</td>\n",
       "      <td>Classic</td>\n",
       "      <td>USSM11301446</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0QFmz/+rJy1Q56C1DuYqT9hKKqi5TUqx0sN0IwvoHrw=</td>\n",
       "      <td>愛投羅網</td>\n",
       "      <td>TWA471306001</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        song_id             name          isrc\n",
       "0  LP7pLJoJFBvyuUwvu+oLzjT+bI+UeBPURCecJsX1jjs=               我們  TWUM71200043\n",
       "1  ClazTFnk6r0Bnuie44bocdNMM3rdlrq0bCGAsGUWcHE=  Let Me Love You  QMZSY1600015\n",
       "2  u2ja/bZE3zhCGxvbbOB3zOoUjx27u40cf5g09UXMoKQ=              原諒我  TWA530887303\n",
       "3  92Fqsy0+p6+RHe2EoLKjHahORHR1Kq1TBJoClW9v+Ts=          Classic  USSM11301446\n",
       "4  0QFmz/+rJy1Q56C1DuYqT9hKKqi5TUqx0sN0IwvoHrw=             愛投羅網  TWA471306001"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_song_extra_info.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>msno</th>\n",
       "      <th>city</th>\n",
       "      <th>bd</th>\n",
       "      <th>gender</th>\n",
       "      <th>registered_via</th>\n",
       "      <th>registration_init_time</th>\n",
       "      <th>expiration_date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>XQxgAYj3klVKjR3oxPPXYYFp4soD4TuBghkhMTD4oTw=</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>20110820</td>\n",
       "      <td>20170920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>UizsfmJb9mV54qE9hCYyU07Va97c0lCRLEQX3ae+ztM=</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>20150628</td>\n",
       "      <td>20170622</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>D8nEhsIOBSoE6VthTaqDX8U6lqjJ7dLdr72mOyLya2A=</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>20160411</td>\n",
       "      <td>20170712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>mCuD+tZ1hERA/o5GPqk38e041J8ZsBaLcu7nGoIIvhI=</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9</td>\n",
       "      <td>20150906</td>\n",
       "      <td>20150907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>q4HRBfVSssAFS9iRfxWrohxuk9kCYMKjHOEagUMV6rQ=</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>20170126</td>\n",
       "      <td>20170613</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           msno  city  bd gender  \\\n",
       "0  XQxgAYj3klVKjR3oxPPXYYFp4soD4TuBghkhMTD4oTw=     1   0    NaN   \n",
       "1  UizsfmJb9mV54qE9hCYyU07Va97c0lCRLEQX3ae+ztM=     1   0    NaN   \n",
       "2  D8nEhsIOBSoE6VthTaqDX8U6lqjJ7dLdr72mOyLya2A=     1   0    NaN   \n",
       "3  mCuD+tZ1hERA/o5GPqk38e041J8ZsBaLcu7nGoIIvhI=     1   0    NaN   \n",
       "4  q4HRBfVSssAFS9iRfxWrohxuk9kCYMKjHOEagUMV6rQ=     1   0    NaN   \n",
       "\n",
       "   registered_via  registration_init_time  expiration_date  \n",
       "0               7                20110820         20170920  \n",
       "1               7                20150628         20170622  \n",
       "2               4                20160411         20170712  \n",
       "3               9                20150906         20150907  \n",
       "4               4                20170126         20170613  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_members.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['msno', 'city', 'bd', 'gender', 'registered_via',\n",
       "       'registration_init_time', 'expiration_date'], dtype=object)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_members.index.values   # 查看行索引\n",
    "data_members.columns.values   # 查看列索引"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>msno</th>\n",
       "      <th>song_id</th>\n",
       "      <th>source_system_tab</th>\n",
       "      <th>source_screen_name</th>\n",
       "      <th>source_type</th>\n",
       "      <th>target</th>\n",
       "      <th>city</th>\n",
       "      <th>bd</th>\n",
       "      <th>gender</th>\n",
       "      <th>registered_via</th>\n",
       "      <th>registration_init_time</th>\n",
       "      <th>expiration_date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>21893</th>\n",
       "      <td>FGtllVqz18RPiwJj/edr2gV78zirAiY/9SmYvia+kCg=</td>\n",
       "      <td>BBzumQNXUHKdEBOB7mAJuzok+IJA1c2Ryg/yzTF6tik=</td>\n",
       "      <td>explore</td>\n",
       "      <td>Explore</td>\n",
       "      <td>online-playlist</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>20120102</td>\n",
       "      <td>20171005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26052</th>\n",
       "      <td>Xumu+NIjS6QYVxDS4/t3SawvJ7viT9hPKXmf0RtLNx8=</td>\n",
       "      <td>bhp/MpSNoqoxOIB+/l8WPqu6jldth4DIpCm3ayXnJqM=</td>\n",
       "      <td>my library</td>\n",
       "      <td>Local playlist more</td>\n",
       "      <td>local-playlist</td>\n",
       "      <td>1</td>\n",
       "      <td>13</td>\n",
       "      <td>24</td>\n",
       "      <td>female</td>\n",
       "      <td>9</td>\n",
       "      <td>20110525</td>\n",
       "      <td>20170911</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26052</th>\n",
       "      <td>Xumu+NIjS6QYVxDS4/t3SawvJ7viT9hPKXmf0RtLNx8=</td>\n",
       "      <td>JNWfrrC7zNN7BdMpsISKa4Mw+xVJYNnxXh3/Epw7QgY=</td>\n",
       "      <td>my library</td>\n",
       "      <td>Local playlist more</td>\n",
       "      <td>local-playlist</td>\n",
       "      <td>1</td>\n",
       "      <td>13</td>\n",
       "      <td>24</td>\n",
       "      <td>female</td>\n",
       "      <td>9</td>\n",
       "      <td>20110525</td>\n",
       "      <td>20170911</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26052</th>\n",
       "      <td>Xumu+NIjS6QYVxDS4/t3SawvJ7viT9hPKXmf0RtLNx8=</td>\n",
       "      <td>2A87tzfnJTSWqD7gIZHisolhe4DMdzkbd6LzO1KHjNs=</td>\n",
       "      <td>my library</td>\n",
       "      <td>Local playlist more</td>\n",
       "      <td>local-playlist</td>\n",
       "      <td>1</td>\n",
       "      <td>13</td>\n",
       "      <td>24</td>\n",
       "      <td>female</td>\n",
       "      <td>9</td>\n",
       "      <td>20110525</td>\n",
       "      <td>20170911</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21893</th>\n",
       "      <td>FGtllVqz18RPiwJj/edr2gV78zirAiY/9SmYvia+kCg=</td>\n",
       "      <td>3qm6XTZ6MOCU11x8FIVbAGH5l5uMkT3/ZalWG1oo2Gc=</td>\n",
       "      <td>explore</td>\n",
       "      <td>Explore</td>\n",
       "      <td>online-playlist</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>20120102</td>\n",
       "      <td>20171005</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               msno  \\\n",
       "21893  FGtllVqz18RPiwJj/edr2gV78zirAiY/9SmYvia+kCg=   \n",
       "26052  Xumu+NIjS6QYVxDS4/t3SawvJ7viT9hPKXmf0RtLNx8=   \n",
       "26052  Xumu+NIjS6QYVxDS4/t3SawvJ7viT9hPKXmf0RtLNx8=   \n",
       "26052  Xumu+NIjS6QYVxDS4/t3SawvJ7viT9hPKXmf0RtLNx8=   \n",
       "21893  FGtllVqz18RPiwJj/edr2gV78zirAiY/9SmYvia+kCg=   \n",
       "\n",
       "                                            song_id source_system_tab  \\\n",
       "21893  BBzumQNXUHKdEBOB7mAJuzok+IJA1c2Ryg/yzTF6tik=           explore   \n",
       "26052  bhp/MpSNoqoxOIB+/l8WPqu6jldth4DIpCm3ayXnJqM=        my library   \n",
       "26052  JNWfrrC7zNN7BdMpsISKa4Mw+xVJYNnxXh3/Epw7QgY=        my library   \n",
       "26052  2A87tzfnJTSWqD7gIZHisolhe4DMdzkbd6LzO1KHjNs=        my library   \n",
       "21893  3qm6XTZ6MOCU11x8FIVbAGH5l5uMkT3/ZalWG1oo2Gc=           explore   \n",
       "\n",
       "        source_screen_name      source_type  target  city  bd  gender  \\\n",
       "21893              Explore  online-playlist       1     1   0     NaN   \n",
       "26052  Local playlist more   local-playlist       1    13  24  female   \n",
       "26052  Local playlist more   local-playlist       1    13  24  female   \n",
       "26052  Local playlist more   local-playlist       1    13  24  female   \n",
       "21893              Explore  online-playlist       1     1   0     NaN   \n",
       "\n",
       "       registered_via  registration_init_time  expiration_date  \n",
       "21893               7                20120102         20171005  \n",
       "26052               9                20110525         20170911  \n",
       "26052               9                20110525         20170911  \n",
       "26052               9                20110525         20170911  \n",
       "21893               7                20120102         20171005  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 对训练数据集关联到 members 表\n",
    "train_members_data = pd.merge(data_train, data_members, left_index = True, on = 'msno', right_index = False, how = 'left',sort = False, suffixes = ('_x', '_y'),indicator=False, validate = None)\n",
    "train_members_data.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>msno</th>\n",
       "      <th>song_id</th>\n",
       "      <th>source_system_tab</th>\n",
       "      <th>source_screen_name</th>\n",
       "      <th>source_type</th>\n",
       "      <th>city</th>\n",
       "      <th>bd</th>\n",
       "      <th>gender</th>\n",
       "      <th>registered_via</th>\n",
       "      <th>registration_init_time</th>\n",
       "      <th>expiration_date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>29464</th>\n",
       "      <td>0</td>\n",
       "      <td>V8ruy7SGk7tDm3zA51DPpn6qutt+vmKMBKa21dp54uM=</td>\n",
       "      <td>WmHKgKMlp1lQMecNdNvDMkvIycZYHnFwDT72I5sIssc=</td>\n",
       "      <td>my library</td>\n",
       "      <td>Local playlist more</td>\n",
       "      <td>local-library</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>20160219</td>\n",
       "      <td>20170918</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29464</th>\n",
       "      <td>1</td>\n",
       "      <td>V8ruy7SGk7tDm3zA51DPpn6qutt+vmKMBKa21dp54uM=</td>\n",
       "      <td>y/rsZ9DC7FwK5F2PK2D5mj+aOBUJAjuu3dZ14NgE0vM=</td>\n",
       "      <td>my library</td>\n",
       "      <td>Local playlist more</td>\n",
       "      <td>local-library</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>20160219</td>\n",
       "      <td>20170918</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24266</th>\n",
       "      <td>2</td>\n",
       "      <td>/uQAlrAkaczV+nWCd2sPF2ekvXPRipV7q0l+gbLuxjw=</td>\n",
       "      <td>8eZLFOdGVdXBSqoAv5nsLigeH2BvKXzTQYtUM53I0k4=</td>\n",
       "      <td>discover</td>\n",
       "      <td>NaN</td>\n",
       "      <td>song-based-playlist</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>20161117</td>\n",
       "      <td>20161124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22501</th>\n",
       "      <td>3</td>\n",
       "      <td>1a6oo/iXKatxQx4eS9zTVD+KlSVaAFbTIqVvwLC1Y0k=</td>\n",
       "      <td>ztCf8thYsS4YN3GcIL/bvoxLm/T5mYBVKOO4C9NiVfQ=</td>\n",
       "      <td>radio</td>\n",
       "      <td>Radio</td>\n",
       "      <td>radio</td>\n",
       "      <td>3</td>\n",
       "      <td>30</td>\n",
       "      <td>male</td>\n",
       "      <td>9</td>\n",
       "      <td>20070725</td>\n",
       "      <td>20170430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22501</th>\n",
       "      <td>4</td>\n",
       "      <td>1a6oo/iXKatxQx4eS9zTVD+KlSVaAFbTIqVvwLC1Y0k=</td>\n",
       "      <td>MKVMpslKcQhMaFEgcEQhEfi5+RZhMYlU3eRDpySrH8Y=</td>\n",
       "      <td>radio</td>\n",
       "      <td>Radio</td>\n",
       "      <td>radio</td>\n",
       "      <td>3</td>\n",
       "      <td>30</td>\n",
       "      <td>male</td>\n",
       "      <td>9</td>\n",
       "      <td>20070725</td>\n",
       "      <td>20170430</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       id                                          msno  \\\n",
       "29464   0  V8ruy7SGk7tDm3zA51DPpn6qutt+vmKMBKa21dp54uM=   \n",
       "29464   1  V8ruy7SGk7tDm3zA51DPpn6qutt+vmKMBKa21dp54uM=   \n",
       "24266   2  /uQAlrAkaczV+nWCd2sPF2ekvXPRipV7q0l+gbLuxjw=   \n",
       "22501   3  1a6oo/iXKatxQx4eS9zTVD+KlSVaAFbTIqVvwLC1Y0k=   \n",
       "22501   4  1a6oo/iXKatxQx4eS9zTVD+KlSVaAFbTIqVvwLC1Y0k=   \n",
       "\n",
       "                                            song_id source_system_tab  \\\n",
       "29464  WmHKgKMlp1lQMecNdNvDMkvIycZYHnFwDT72I5sIssc=        my library   \n",
       "29464  y/rsZ9DC7FwK5F2PK2D5mj+aOBUJAjuu3dZ14NgE0vM=        my library   \n",
       "24266  8eZLFOdGVdXBSqoAv5nsLigeH2BvKXzTQYtUM53I0k4=          discover   \n",
       "22501  ztCf8thYsS4YN3GcIL/bvoxLm/T5mYBVKOO4C9NiVfQ=             radio   \n",
       "22501  MKVMpslKcQhMaFEgcEQhEfi5+RZhMYlU3eRDpySrH8Y=             radio   \n",
       "\n",
       "        source_screen_name          source_type  city  bd gender  \\\n",
       "29464  Local playlist more        local-library     1   0    NaN   \n",
       "29464  Local playlist more        local-library     1   0    NaN   \n",
       "24266                  NaN  song-based-playlist     1   0    NaN   \n",
       "22501                Radio                radio     3  30   male   \n",
       "22501                Radio                radio     3  30   male   \n",
       "\n",
       "       registered_via  registration_init_time  expiration_date  \n",
       "29464               7                20160219         20170918  \n",
       "29464               7                20160219         20170918  \n",
       "24266               4                20161117         20161124  \n",
       "22501               9                20070725         20170430  \n",
       "22501               9                20070725         20170430  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 对测试数据集关联到 members 表\n",
    "test_members_data = pd.merge(data_test, data_members, left_index = True, on = 'msno', right_index = False, how = 'left',sort = False, suffixes = ('_x', '_y'),indicator=False, validate = None)\n",
    "test_members_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(7377418, 12)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_members_data.shape  # (7377418, 12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 将 训练数据和用户元数据关联 的数据保存到硬盘\n",
    "with open(model_path+'train_members_data.pkl', 'wb') as fw:\n",
    "    pk.dump(train_members_data, fw)\n",
    "fw.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>msno</th>\n",
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       "      <th>source_system_tab</th>\n",
       "      <th>source_screen_name</th>\n",
       "      <th>source_type</th>\n",
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       "      <th>bd</th>\n",
       "      <th>gender</th>\n",
       "      <th>registered_via</th>\n",
       "      <th>registration_init_time</th>\n",
       "      <th>expiration_date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>29464</th>\n",
       "      <td>0</td>\n",
       "      <td>V8ruy7SGk7tDm3zA51DPpn6qutt+vmKMBKa21dp54uM=</td>\n",
       "      <td>WmHKgKMlp1lQMecNdNvDMkvIycZYHnFwDT72I5sIssc=</td>\n",
       "      <td>my library</td>\n",
       "      <td>Local playlist more</td>\n",
       "      <td>local-library</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "      <td>7</td>\n",
       "      <td>20160219</td>\n",
       "      <td>20170918</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29464</th>\n",
       "      <td>1</td>\n",
       "      <td>V8ruy7SGk7tDm3zA51DPpn6qutt+vmKMBKa21dp54uM=</td>\n",
       "      <td>y/rsZ9DC7FwK5F2PK2D5mj+aOBUJAjuu3dZ14NgE0vM=</td>\n",
       "      <td>my library</td>\n",
       "      <td>Local playlist more</td>\n",
       "      <td>local-library</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>20160219</td>\n",
       "      <td>20170918</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24266</th>\n",
       "      <td>2</td>\n",
       "      <td>/uQAlrAkaczV+nWCd2sPF2ekvXPRipV7q0l+gbLuxjw=</td>\n",
       "      <td>8eZLFOdGVdXBSqoAv5nsLigeH2BvKXzTQYtUM53I0k4=</td>\n",
       "      <td>discover</td>\n",
       "      <td>NaN</td>\n",
       "      <td>song-based-playlist</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>20161117</td>\n",
       "      <td>20161124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22501</th>\n",
       "      <td>3</td>\n",
       "      <td>1a6oo/iXKatxQx4eS9zTVD+KlSVaAFbTIqVvwLC1Y0k=</td>\n",
       "      <td>ztCf8thYsS4YN3GcIL/bvoxLm/T5mYBVKOO4C9NiVfQ=</td>\n",
       "      <td>radio</td>\n",
       "      <td>Radio</td>\n",
       "      <td>radio</td>\n",
       "      <td>3</td>\n",
       "      <td>30</td>\n",
       "      <td>male</td>\n",
       "      <td>9</td>\n",
       "      <td>20070725</td>\n",
       "      <td>20170430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22501</th>\n",
       "      <td>4</td>\n",
       "      <td>1a6oo/iXKatxQx4eS9zTVD+KlSVaAFbTIqVvwLC1Y0k=</td>\n",
       "      <td>MKVMpslKcQhMaFEgcEQhEfi5+RZhMYlU3eRDpySrH8Y=</td>\n",
       "      <td>radio</td>\n",
       "      <td>Radio</td>\n",
       "      <td>radio</td>\n",
       "      <td>3</td>\n",
       "      <td>30</td>\n",
       "      <td>male</td>\n",
       "      <td>9</td>\n",
       "      <td>20070725</td>\n",
       "      <td>20170430</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       id                                          msno  \\\n",
       "29464   0  V8ruy7SGk7tDm3zA51DPpn6qutt+vmKMBKa21dp54uM=   \n",
       "29464   1  V8ruy7SGk7tDm3zA51DPpn6qutt+vmKMBKa21dp54uM=   \n",
       "24266   2  /uQAlrAkaczV+nWCd2sPF2ekvXPRipV7q0l+gbLuxjw=   \n",
       "22501   3  1a6oo/iXKatxQx4eS9zTVD+KlSVaAFbTIqVvwLC1Y0k=   \n",
       "22501   4  1a6oo/iXKatxQx4eS9zTVD+KlSVaAFbTIqVvwLC1Y0k=   \n",
       "\n",
       "                                            song_id source_system_tab  \\\n",
       "29464  WmHKgKMlp1lQMecNdNvDMkvIycZYHnFwDT72I5sIssc=        my library   \n",
       "29464  y/rsZ9DC7FwK5F2PK2D5mj+aOBUJAjuu3dZ14NgE0vM=        my library   \n",
       "24266  8eZLFOdGVdXBSqoAv5nsLigeH2BvKXzTQYtUM53I0k4=          discover   \n",
       "22501  ztCf8thYsS4YN3GcIL/bvoxLm/T5mYBVKOO4C9NiVfQ=             radio   \n",
       "22501  MKVMpslKcQhMaFEgcEQhEfi5+RZhMYlU3eRDpySrH8Y=             radio   \n",
       "\n",
       "        source_screen_name          source_type  city  bd gender  \\\n",
       "29464  Local playlist more        local-library     1   0    NaN   \n",
       "29464  Local playlist more        local-library     1   0    NaN   \n",
       "24266                  NaN  song-based-playlist     1   0    NaN   \n",
       "22501                Radio                radio     3  30   male   \n",
       "22501                Radio                radio     3  30   male   \n",
       "\n",
       "       registered_via  registration_init_time  expiration_date  \n",
       "29464               7                20160219         20170918  \n",
       "29464               7                20160219         20170918  \n",
       "24266               4                20161117         20161124  \n",
       "22501               9                20070725         20170430  \n",
       "22501               9                20070725         20170430  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 将 测试数据和用户元数据关联 的数据保存到硬盘\n",
    "with open(model_path+'test_members_data.pkl', 'wb') as fw:\n",
    "    pk.dump(test_members_data, fw)\n",
    "fr.close()\n",
    "test_members_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 关联歌曲信息和歌曲额外信息\n",
    "data_song_extra_info_without_isrc  = data_song_extra_info.drop('isrc',axis = 1)\n",
    "data_songs_with_extra_info = pd.merge(data_songs, data_song_extra_info_without_isrc, left_index = True, on = 'song_id', right_index = False, how = 'left',sort = False, indicator=False, validate = None)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2296320, 7)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_songs.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2296320, 8)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_songs_with_extra_info.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>song_id</th>\n",
       "      <th>song_length</th>\n",
       "      <th>genre_ids</th>\n",
       "      <th>artist_name</th>\n",
       "      <th>composer</th>\n",
       "      <th>lyricist</th>\n",
       "      <th>language</th>\n",
       "      <th>name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>200812</th>\n",
       "      <td>CXoTN1eb7AI+DntdU1vbcwGRV4SCIDxZu+YD8JP8r4E=</td>\n",
       "      <td>247640</td>\n",
       "      <td>465</td>\n",
       "      <td>張信哲 (Jeff Chang)</td>\n",
       "      <td>董貞</td>\n",
       "      <td>何啟弘</td>\n",
       "      <td>3.0</td>\n",
       "      <td>焚情</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17395</th>\n",
       "      <td>o0kFgae9QtnYgRkVPqLJwa05zIhRlUjfF7O1tDw0ZDU=</td>\n",
       "      <td>197328</td>\n",
       "      <td>444</td>\n",
       "      <td>BLACKPINK</td>\n",
       "      <td>TEDDY|  FUTURE BOUNCE|  Bekuh BOOM</td>\n",
       "      <td>TEDDY</td>\n",
       "      <td>31.0</td>\n",
       "      <td>PLAYING WITH FIRE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200563</th>\n",
       "      <td>DwVvVurfpuz+XPuFvucclVQEyPqcpUkHR0ne1RQzPs0=</td>\n",
       "      <td>231781</td>\n",
       "      <td>465</td>\n",
       "      <td>SUPER JUNIOR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>31.0</td>\n",
       "      <td>SORRY| SORRY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200583</th>\n",
       "      <td>dKMBWoZyScdxSkihKG+Vf47nc18N9q4m58+b4e7dSSE=</td>\n",
       "      <td>273554</td>\n",
       "      <td>465</td>\n",
       "      <td>S.H.E</td>\n",
       "      <td>湯小康</td>\n",
       "      <td>徐世珍</td>\n",
       "      <td>3.0</td>\n",
       "      <td>愛我的資格</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200617</th>\n",
       "      <td>W3bqWd3T+VeHFzHAUfARgW9AvVRaF4N5Yzm4Mr6Eo/o=</td>\n",
       "      <td>140329</td>\n",
       "      <td>726</td>\n",
       "      <td>貴族精選</td>\n",
       "      <td>Traditional</td>\n",
       "      <td>Traditional</td>\n",
       "      <td>52.0</td>\n",
       "      <td>Mary Had a Little Lamb</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             song_id  song_length genre_ids  \\\n",
       "200812  CXoTN1eb7AI+DntdU1vbcwGRV4SCIDxZu+YD8JP8r4E=       247640       465   \n",
       "17395   o0kFgae9QtnYgRkVPqLJwa05zIhRlUjfF7O1tDw0ZDU=       197328       444   \n",
       "200563  DwVvVurfpuz+XPuFvucclVQEyPqcpUkHR0ne1RQzPs0=       231781       465   \n",
       "200583  dKMBWoZyScdxSkihKG+Vf47nc18N9q4m58+b4e7dSSE=       273554       465   \n",
       "200617  W3bqWd3T+VeHFzHAUfARgW9AvVRaF4N5Yzm4Mr6Eo/o=       140329       726   \n",
       "\n",
       "             artist_name                            composer     lyricist  \\\n",
       "200812  張信哲 (Jeff Chang)                                  董貞          何啟弘   \n",
       "17395          BLACKPINK  TEDDY|  FUTURE BOUNCE|  Bekuh BOOM        TEDDY   \n",
       "200563      SUPER JUNIOR                                 NaN          NaN   \n",
       "200583             S.H.E                                 湯小康          徐世珍   \n",
       "200617              貴族精選                         Traditional  Traditional   \n",
       "\n",
       "        language                    name  \n",
       "200812       3.0                      焚情  \n",
       "17395       31.0       PLAYING WITH FIRE  \n",
       "200563      31.0            SORRY| SORRY  \n",
       "200583       3.0                   愛我的資格  \n",
       "200617      52.0  Mary Had a Little Lamb  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_songs_with_extra_info.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 将 歌曲元数据和歌曲额外信息 的数据保存到硬盘\n",
    "with open('./model/data_songs_with_extra_info.pkl', 'wb') as fw:\n",
    "    pk.dump(data_songs_with_extra_info, fw)\n",
    "fw.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 得到训练数据所需的所有字段\n",
    "data_all_train = pd.merge(train_members_data, data_songs_with_extra_info,  left_index = True, on = 'song_id', right_index = False, how = 'left', sort = False, indicator=False, validate = None)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 得到测试数据所需的所有字段\n",
    "data_all_test = pd.merge(test_members_data, data_songs_with_extra_info,  left_index = True, on = 'song_id', right_index = False, how = 'left', sort = False, indicator=False, validate = None)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(7377418, 19)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_all_train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2556790, 19)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_all_test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "    .dataframe tbody tr th {\n",
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       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>msno</th>\n",
       "      <th>song_id</th>\n",
       "      <th>source_system_tab</th>\n",
       "      <th>source_screen_name</th>\n",
       "      <th>source_type</th>\n",
       "      <th>target</th>\n",
       "      <th>city</th>\n",
       "      <th>bd</th>\n",
       "      <th>gender</th>\n",
       "      <th>registered_via</th>\n",
       "      <th>registration_init_time</th>\n",
       "      <th>expiration_date</th>\n",
       "      <th>song_length</th>\n",
       "      <th>genre_ids</th>\n",
       "      <th>artist_name</th>\n",
       "      <th>composer</th>\n",
       "      <th>lyricist</th>\n",
       "      <th>language</th>\n",
       "      <th>name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>201969</th>\n",
       "      <td>FGtllVqz18RPiwJj/edr2gV78zirAiY/9SmYvia+kCg=</td>\n",
       "      <td>BBzumQNXUHKdEBOB7mAJuzok+IJA1c2Ryg/yzTF6tik=</td>\n",
       "      <td>explore</td>\n",
       "      <td>Explore</td>\n",
       "      <td>online-playlist</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>20120102</td>\n",
       "      <td>20171005</td>\n",
       "      <td>206471.0</td>\n",
       "      <td>359</td>\n",
       "      <td>Bastille</td>\n",
       "      <td>Dan Smith| Mark Crew</td>\n",
       "      <td>NaN</td>\n",
       "      <td>52.0</td>\n",
       "      <td>Good Grief</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1932462</th>\n",
       "      <td>Xumu+NIjS6QYVxDS4/t3SawvJ7viT9hPKXmf0RtLNx8=</td>\n",
       "      <td>bhp/MpSNoqoxOIB+/l8WPqu6jldth4DIpCm3ayXnJqM=</td>\n",
       "      <td>my library</td>\n",
       "      <td>Local playlist more</td>\n",
       "      <td>local-playlist</td>\n",
       "      <td>1</td>\n",
       "      <td>13</td>\n",
       "      <td>24</td>\n",
       "      <td>female</td>\n",
       "      <td>9</td>\n",
       "      <td>20110525</td>\n",
       "      <td>20170911</td>\n",
       "      <td>284584.0</td>\n",
       "      <td>1259</td>\n",
       "      <td>Various Artists</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>52.0</td>\n",
       "      <td>Lords of Cardboard</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183559</th>\n",
       "      <td>Xumu+NIjS6QYVxDS4/t3SawvJ7viT9hPKXmf0RtLNx8=</td>\n",
       "      <td>JNWfrrC7zNN7BdMpsISKa4Mw+xVJYNnxXh3/Epw7QgY=</td>\n",
       "      <td>my library</td>\n",
       "      <td>Local playlist more</td>\n",
       "      <td>local-playlist</td>\n",
       "      <td>1</td>\n",
       "      <td>13</td>\n",
       "      <td>24</td>\n",
       "      <td>female</td>\n",
       "      <td>9</td>\n",
       "      <td>20110525</td>\n",
       "      <td>20170911</td>\n",
       "      <td>225396.0</td>\n",
       "      <td>1259</td>\n",
       "      <td>Nas</td>\n",
       "      <td>N. Jones、W. Adams、J. Lordan、D. Ingle</td>\n",
       "      <td>NaN</td>\n",
       "      <td>52.0</td>\n",
       "      <td>Hip Hop Is Dead(Album Version (Edited))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149511</th>\n",
       "      <td>Xumu+NIjS6QYVxDS4/t3SawvJ7viT9hPKXmf0RtLNx8=</td>\n",
       "      <td>2A87tzfnJTSWqD7gIZHisolhe4DMdzkbd6LzO1KHjNs=</td>\n",
       "      <td>my library</td>\n",
       "      <td>Local playlist more</td>\n",
       "      <td>local-playlist</td>\n",
       "      <td>1</td>\n",
       "      <td>13</td>\n",
       "      <td>24</td>\n",
       "      <td>female</td>\n",
       "      <td>9</td>\n",
       "      <td>20110525</td>\n",
       "      <td>20170911</td>\n",
       "      <td>255512.0</td>\n",
       "      <td>1019</td>\n",
       "      <td>Soundway</td>\n",
       "      <td>Kwadwo Donkoh</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>Disco Africa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74867</th>\n",
       "      <td>FGtllVqz18RPiwJj/edr2gV78zirAiY/9SmYvia+kCg=</td>\n",
       "      <td>3qm6XTZ6MOCU11x8FIVbAGH5l5uMkT3/ZalWG1oo2Gc=</td>\n",
       "      <td>explore</td>\n",
       "      <td>Explore</td>\n",
       "      <td>online-playlist</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>20120102</td>\n",
       "      <td>20171005</td>\n",
       "      <td>187802.0</td>\n",
       "      <td>1011</td>\n",
       "      <td>Brett Young</td>\n",
       "      <td>Brett Young| Kelly Archer| Justin Ebach</td>\n",
       "      <td>NaN</td>\n",
       "      <td>52.0</td>\n",
       "      <td>Sleep Without You</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 msno  \\\n",
       "201969   FGtllVqz18RPiwJj/edr2gV78zirAiY/9SmYvia+kCg=   \n",
       "1932462  Xumu+NIjS6QYVxDS4/t3SawvJ7viT9hPKXmf0RtLNx8=   \n",
       "183559   Xumu+NIjS6QYVxDS4/t3SawvJ7viT9hPKXmf0RtLNx8=   \n",
       "149511   Xumu+NIjS6QYVxDS4/t3SawvJ7viT9hPKXmf0RtLNx8=   \n",
       "74867    FGtllVqz18RPiwJj/edr2gV78zirAiY/9SmYvia+kCg=   \n",
       "\n",
       "                                              song_id source_system_tab  \\\n",
       "201969   BBzumQNXUHKdEBOB7mAJuzok+IJA1c2Ryg/yzTF6tik=           explore   \n",
       "1932462  bhp/MpSNoqoxOIB+/l8WPqu6jldth4DIpCm3ayXnJqM=        my library   \n",
       "183559   JNWfrrC7zNN7BdMpsISKa4Mw+xVJYNnxXh3/Epw7QgY=        my library   \n",
       "149511   2A87tzfnJTSWqD7gIZHisolhe4DMdzkbd6LzO1KHjNs=        my library   \n",
       "74867    3qm6XTZ6MOCU11x8FIVbAGH5l5uMkT3/ZalWG1oo2Gc=           explore   \n",
       "\n",
       "          source_screen_name      source_type  target  city  bd  gender  \\\n",
       "201969               Explore  online-playlist       1     1   0     NaN   \n",
       "1932462  Local playlist more   local-playlist       1    13  24  female   \n",
       "183559   Local playlist more   local-playlist       1    13  24  female   \n",
       "149511   Local playlist more   local-playlist       1    13  24  female   \n",
       "74867                Explore  online-playlist       1     1   0     NaN   \n",
       "\n",
       "         registered_via  registration_init_time  expiration_date  song_length  \\\n",
       "201969                7                20120102         20171005     206471.0   \n",
       "1932462               9                20110525         20170911     284584.0   \n",
       "183559                9                20110525         20170911     225396.0   \n",
       "149511                9                20110525         20170911     255512.0   \n",
       "74867                 7                20120102         20171005     187802.0   \n",
       "\n",
       "        genre_ids      artist_name                                 composer  \\\n",
       "201969        359         Bastille                     Dan Smith| Mark Crew   \n",
       "1932462      1259  Various Artists                                      NaN   \n",
       "183559       1259              Nas     N. Jones、W. Adams、J. Lordan、D. Ingle   \n",
       "149511       1019         Soundway                            Kwadwo Donkoh   \n",
       "74867        1011      Brett Young  Brett Young| Kelly Archer| Justin Ebach   \n",
       "\n",
       "        lyricist  language                                     name  \n",
       "201969       NaN      52.0                               Good Grief  \n",
       "1932462      NaN      52.0                       Lords of Cardboard  \n",
       "183559       NaN      52.0  Hip Hop Is Dead(Album Version (Edited))  \n",
       "149511       NaN      -1.0                             Disco Africa  \n",
       "74867        NaN      52.0                        Sleep Without You  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_all_train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>msno</th>\n",
       "      <th>song_id</th>\n",
       "      <th>source_system_tab</th>\n",
       "      <th>source_screen_name</th>\n",
       "      <th>source_type</th>\n",
       "      <th>city</th>\n",
       "      <th>bd</th>\n",
       "      <th>gender</th>\n",
       "      <th>registered_via</th>\n",
       "      <th>registration_init_time</th>\n",
       "      <th>expiration_date</th>\n",
       "      <th>song_length</th>\n",
       "      <th>genre_ids</th>\n",
       "      <th>artist_name</th>\n",
       "      <th>composer</th>\n",
       "      <th>lyricist</th>\n",
       "      <th>language</th>\n",
       "      <th>name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>76126</th>\n",
       "      <td>0</td>\n",
       "      <td>V8ruy7SGk7tDm3zA51DPpn6qutt+vmKMBKa21dp54uM=</td>\n",
       "      <td>WmHKgKMlp1lQMecNdNvDMkvIycZYHnFwDT72I5sIssc=</td>\n",
       "      <td>my library</td>\n",
       "      <td>Local playlist more</td>\n",
       "      <td>local-library</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>20160219</td>\n",
       "      <td>20170918</td>\n",
       "      <td>224130.0</td>\n",
       "      <td>458</td>\n",
       "      <td>梁文音 (Rachel Liang)</td>\n",
       "      <td>Qi Zheng Zhang</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>愛其實很殘忍</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>790668</th>\n",
       "      <td>1</td>\n",
       "      <td>V8ruy7SGk7tDm3zA51DPpn6qutt+vmKMBKa21dp54uM=</td>\n",
       "      <td>y/rsZ9DC7FwK5F2PK2D5mj+aOBUJAjuu3dZ14NgE0vM=</td>\n",
       "      <td>my library</td>\n",
       "      <td>Local playlist more</td>\n",
       "      <td>local-library</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>20160219</td>\n",
       "      <td>20170918</td>\n",
       "      <td>320470.0</td>\n",
       "      <td>465</td>\n",
       "      <td>林俊傑 (JJ Lin)</td>\n",
       "      <td>林俊傑</td>\n",
       "      <td>孫燕姿/易家揚</td>\n",
       "      <td>3.0</td>\n",
       "      <td>她說</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52111</th>\n",
       "      <td>2</td>\n",
       "      <td>/uQAlrAkaczV+nWCd2sPF2ekvXPRipV7q0l+gbLuxjw=</td>\n",
       "      <td>8eZLFOdGVdXBSqoAv5nsLigeH2BvKXzTQYtUM53I0k4=</td>\n",
       "      <td>discover</td>\n",
       "      <td>NaN</td>\n",
       "      <td>song-based-playlist</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>20161117</td>\n",
       "      <td>20161124</td>\n",
       "      <td>315899.0</td>\n",
       "      <td>2022</td>\n",
       "      <td>Yu Takahashi (高橋優)</td>\n",
       "      <td>Yu Takahashi</td>\n",
       "      <td>Yu Takahashi</td>\n",
       "      <td>17.0</td>\n",
       "      <td>subarashiki nichijo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159296</th>\n",
       "      <td>3</td>\n",
       "      <td>1a6oo/iXKatxQx4eS9zTVD+KlSVaAFbTIqVvwLC1Y0k=</td>\n",
       "      <td>ztCf8thYsS4YN3GcIL/bvoxLm/T5mYBVKOO4C9NiVfQ=</td>\n",
       "      <td>radio</td>\n",
       "      <td>Radio</td>\n",
       "      <td>radio</td>\n",
       "      <td>3</td>\n",
       "      <td>30</td>\n",
       "      <td>male</td>\n",
       "      <td>9</td>\n",
       "      <td>20070725</td>\n",
       "      <td>20170430</td>\n",
       "      <td>285210.0</td>\n",
       "      <td>465</td>\n",
       "      <td>U2</td>\n",
       "      <td>The Edge| Adam Clayton| Larry Mullen| Jr.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>52.0</td>\n",
       "      <td>Hold Me| Thrill Me| Kiss Me| Kill Me</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160750</th>\n",
       "      <td>4</td>\n",
       "      <td>1a6oo/iXKatxQx4eS9zTVD+KlSVaAFbTIqVvwLC1Y0k=</td>\n",
       "      <td>MKVMpslKcQhMaFEgcEQhEfi5+RZhMYlU3eRDpySrH8Y=</td>\n",
       "      <td>radio</td>\n",
       "      <td>Radio</td>\n",
       "      <td>radio</td>\n",
       "      <td>3</td>\n",
       "      <td>30</td>\n",
       "      <td>male</td>\n",
       "      <td>9</td>\n",
       "      <td>20070725</td>\n",
       "      <td>20170430</td>\n",
       "      <td>197590.0</td>\n",
       "      <td>873</td>\n",
       "      <td>Yoga Mr Sound</td>\n",
       "      <td>Neuromancer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>Om Yoga</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        id                                          msno  \\\n",
       "76126    0  V8ruy7SGk7tDm3zA51DPpn6qutt+vmKMBKa21dp54uM=   \n",
       "790668   1  V8ruy7SGk7tDm3zA51DPpn6qutt+vmKMBKa21dp54uM=   \n",
       "52111    2  /uQAlrAkaczV+nWCd2sPF2ekvXPRipV7q0l+gbLuxjw=   \n",
       "159296   3  1a6oo/iXKatxQx4eS9zTVD+KlSVaAFbTIqVvwLC1Y0k=   \n",
       "160750   4  1a6oo/iXKatxQx4eS9zTVD+KlSVaAFbTIqVvwLC1Y0k=   \n",
       "\n",
       "                                             song_id source_system_tab  \\\n",
       "76126   WmHKgKMlp1lQMecNdNvDMkvIycZYHnFwDT72I5sIssc=        my library   \n",
       "790668  y/rsZ9DC7FwK5F2PK2D5mj+aOBUJAjuu3dZ14NgE0vM=        my library   \n",
       "52111   8eZLFOdGVdXBSqoAv5nsLigeH2BvKXzTQYtUM53I0k4=          discover   \n",
       "159296  ztCf8thYsS4YN3GcIL/bvoxLm/T5mYBVKOO4C9NiVfQ=             radio   \n",
       "160750  MKVMpslKcQhMaFEgcEQhEfi5+RZhMYlU3eRDpySrH8Y=             radio   \n",
       "\n",
       "         source_screen_name          source_type  city  bd gender  \\\n",
       "76126   Local playlist more        local-library     1   0    NaN   \n",
       "790668  Local playlist more        local-library     1   0    NaN   \n",
       "52111                   NaN  song-based-playlist     1   0    NaN   \n",
       "159296                Radio                radio     3  30   male   \n",
       "160750                Radio                radio     3  30   male   \n",
       "\n",
       "        registered_via  registration_init_time  expiration_date  song_length  \\\n",
       "76126                7                20160219         20170918     224130.0   \n",
       "790668               7                20160219         20170918     320470.0   \n",
       "52111                4                20161117         20161124     315899.0   \n",
       "159296               9                20070725         20170430     285210.0   \n",
       "160750               9                20070725         20170430     197590.0   \n",
       "\n",
       "       genre_ids         artist_name  \\\n",
       "76126        458  梁文音 (Rachel Liang)   \n",
       "790668       465        林俊傑 (JJ Lin)   \n",
       "52111       2022  Yu Takahashi (高橋優)   \n",
       "159296       465                  U2   \n",
       "160750       873       Yoga Mr Sound   \n",
       "\n",
       "                                         composer      lyricist  language  \\\n",
       "76126                              Qi Zheng Zhang           NaN       3.0   \n",
       "790668                                        林俊傑       孫燕姿/易家揚       3.0   \n",
       "52111                                Yu Takahashi  Yu Takahashi      17.0   \n",
       "159296  The Edge| Adam Clayton| Larry Mullen| Jr.           NaN      52.0   \n",
       "160750                                Neuromancer           NaN      -1.0   \n",
       "\n",
       "                                        name  \n",
       "76126                                 愛其實很殘忍  \n",
       "790668                                    她說  \n",
       "52111                    subarashiki nichijo  \n",
       "159296  Hold Me| Thrill Me| Kiss Me| Kill Me  \n",
       "160750                               Om Yoga  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_all_test.head()   # 注 test的数据相比较与训练的数据 少了 target 列，多了 id 列"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 将 将包含所有维度的训练数据 保存到硬盘\n",
    "with open('./model/data_all_train.pkl', 'wb') as fw:\n",
    "    pk.dump(data_all_train, fw)\n",
    "fw.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 将 将包含所有维度的测试数据 保存到硬盘\n",
    "with open('./model/data_all_test.pkl', 'wb') as fw:\n",
    "    pk.dump(data_all_test, fw)\n",
    "fw.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(7377418, 19)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_all_train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "359966"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(data_all_train.song_id.unique())   # 歌曲数量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "30755"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(data_all_train.msno.unique())  # 用户数量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "特征值数量：\n",
      "msno:30755\n",
      "song_id:359966\n",
      "source_system_tab:8\n",
      "source_screen_name:20\n",
      "source_type:12\n",
      "target:2\n",
      "city:21\n",
      "bd:92\n",
      "gender:2\n",
      "registered_via:5\n",
      "registration_init_time:3811\n",
      "expiration_date:1395\n",
      "song_length:60266\n",
      "genre_ids:572\n",
      "artist_name:40582\n",
      "composer:76064\n",
      "lyricist:33888\n",
      "language:10\n",
      "name:234111\n"
     ]
    }
   ],
   "source": [
    "# data_all_train.columns.values\n",
    "# print(len(data_all_train.columns.values))\n",
    "# print(type(data_all_train['msno']))\n",
    "# print(data_all_train['msno'].value_counts())   # 'msno' 字段去重后的值，Series类型的数据\n",
    "# 特征值数量\n",
    "print('特征值数量：')\n",
    "for column in data_all_train.columns.values:\n",
    "    print(column + ':'+ str(len(data_all_train[column].value_counts())))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 7377418 entries, 201969 to 109449\n",
      "Data columns (total 19 columns):\n",
      "msno                      object\n",
      "song_id                   object\n",
      "source_system_tab         object\n",
      "source_screen_name        object\n",
      "source_type               object\n",
      "target                    int64\n",
      "city                      int64\n",
      "bd                        int64\n",
      "gender                    object\n",
      "registered_via            int64\n",
      "registration_init_time    int64\n",
      "expiration_date           int64\n",
      "song_length               float64\n",
      "genre_ids                 object\n",
      "artist_name               object\n",
      "composer                  object\n",
      "lyricist                  object\n",
      "language                  float64\n",
      "name                      object\n",
      "dtypes: float64(2), int64(6), object(11)\n",
      "memory usage: 1.1+ GB\n"
     ]
    }
   ],
   "source": [
    "# 查看特征的类型\n",
    "data_all_train.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>target</th>\n",
       "      <th>city</th>\n",
       "      <th>bd</th>\n",
       "      <th>registered_via</th>\n",
       "      <th>registration_init_time</th>\n",
       "      <th>expiration_date</th>\n",
       "      <th>song_length</th>\n",
       "      <th>language</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>7.377418e+06</td>\n",
       "      <td>7.377418e+06</td>\n",
       "      <td>7.377418e+06</td>\n",
       "      <td>7.377418e+06</td>\n",
       "      <td>7.377418e+06</td>\n",
       "      <td>7.377418e+06</td>\n",
       "      <td>7.377304e+06</td>\n",
       "      <td>7.377268e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>5.035171e-01</td>\n",
       "      <td>7.511399e+00</td>\n",
       "      <td>1.753927e+01</td>\n",
       "      <td>6.794068e+00</td>\n",
       "      <td>2.012810e+07</td>\n",
       "      <td>2.017157e+07</td>\n",
       "      <td>2.451210e+05</td>\n",
       "      <td>1.860933e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>4.999877e-01</td>\n",
       "      <td>6.641625e+00</td>\n",
       "      <td>2.155447e+01</td>\n",
       "      <td>2.275774e+00</td>\n",
       "      <td>3.017281e+04</td>\n",
       "      <td>3.869831e+03</td>\n",
       "      <td>6.734471e+04</td>\n",
       "      <td>2.117681e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>-4.300000e+01</td>\n",
       "      <td>3.000000e+00</td>\n",
       "      <td>2.004033e+07</td>\n",
       "      <td>1.970010e+07</td>\n",
       "      <td>1.393000e+03</td>\n",
       "      <td>-1.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>4.000000e+00</td>\n",
       "      <td>2.011070e+07</td>\n",
       "      <td>2.017091e+07</td>\n",
       "      <td>2.147260e+05</td>\n",
       "      <td>3.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>5.000000e+00</td>\n",
       "      <td>2.100000e+01</td>\n",
       "      <td>7.000000e+00</td>\n",
       "      <td>2.013102e+07</td>\n",
       "      <td>2.017093e+07</td>\n",
       "      <td>2.418120e+05</td>\n",
       "      <td>3.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>1.300000e+01</td>\n",
       "      <td>2.900000e+01</td>\n",
       "      <td>9.000000e+00</td>\n",
       "      <td>2.015102e+07</td>\n",
       "      <td>2.017101e+07</td>\n",
       "      <td>2.721600e+05</td>\n",
       "      <td>5.200000e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>2.200000e+01</td>\n",
       "      <td>1.051000e+03</td>\n",
       "      <td>1.300000e+01</td>\n",
       "      <td>2.017013e+07</td>\n",
       "      <td>2.020102e+07</td>\n",
       "      <td>1.085171e+07</td>\n",
       "      <td>5.900000e+01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             target          city            bd  registered_via  \\\n",
       "count  7.377418e+06  7.377418e+06  7.377418e+06    7.377418e+06   \n",
       "mean   5.035171e-01  7.511399e+00  1.753927e+01    6.794068e+00   \n",
       "std    4.999877e-01  6.641625e+00  2.155447e+01    2.275774e+00   \n",
       "min    0.000000e+00  1.000000e+00 -4.300000e+01    3.000000e+00   \n",
       "25%    0.000000e+00  1.000000e+00  0.000000e+00    4.000000e+00   \n",
       "50%    1.000000e+00  5.000000e+00  2.100000e+01    7.000000e+00   \n",
       "75%    1.000000e+00  1.300000e+01  2.900000e+01    9.000000e+00   \n",
       "max    1.000000e+00  2.200000e+01  1.051000e+03    1.300000e+01   \n",
       "\n",
       "       registration_init_time  expiration_date   song_length      language  \n",
       "count            7.377418e+06     7.377418e+06  7.377304e+06  7.377268e+06  \n",
       "mean             2.012810e+07     2.017157e+07  2.451210e+05  1.860933e+01  \n",
       "std              3.017281e+04     3.869831e+03  6.734471e+04  2.117681e+01  \n",
       "min              2.004033e+07     1.970010e+07  1.393000e+03 -1.000000e+00  \n",
       "25%              2.011070e+07     2.017091e+07  2.147260e+05  3.000000e+00  \n",
       "50%              2.013102e+07     2.017093e+07  2.418120e+05  3.000000e+00  \n",
       "75%              2.015102e+07     2.017101e+07  2.721600e+05  5.200000e+01  \n",
       "max              2.017013e+07     2.020102e+07  1.085171e+07  5.900000e+01  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查看数值特征的分布\n",
    "data_all_train.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 观察 source_system_tab 变量的 target 平均值，并排序\n",
    "source_system_tab_target = data_all_train.groupby('source_system_tab')['target'].mean().sort_values(ascending=False)\n",
    "# print(type(source_system_tab_target))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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NwHVLWtes/66qi7p9Xk0LPy6kPR8PpbV2+duR8GfB82E+3Xn/cuD9Sd5PmyGuaANif7CqVtPea9+itVw6gtYqaGtaSHZU97tlXl2rrmd1df64u+1f0M7/0Vq+meQ02oyIfzF2H6+htaD5Qnf8+3XPxVzroB/TXrd9k1wMXNHV/h7gL4EvJHkz7Xm+Fa2r60+r6q3TPE/r4XvA7kk+Tfsddibr9r4/n/a8v4r2/n0DbVyhT0/YV5K0iXEMIUnSRlNVX6GN0bGMNrPQcbQL3Z9wzdgjB9MuGl/bfb+cbvrqRfJa4AxaOHAi8Niq+hmtlcQf0mZMexHtIu+sae6wG69md9on6x+lTeP8LNpF2a9G9juGNi7SfWmtVz5Km/L8ZK5pgXAsbRyeN3b1vXqBw3+V9vzdlrHBvKvqVFoXmQfSpuX+8+5xXrzA4/luV//OtHFxHkobE2Xc82ihzTNoXZmOoj0PX1qg5knH/E9a65wVtPPiRcA/0cKu9XE07bn5xoRg7fm02bsOo42x813WbEU0laq6jNbN6EpaYPMP3X19ccLuv6U9Z38FfIQW1DymqubtpjPle2fcT7ttr6QFkP9OO/evbr3WtVZ7Ia3F0idpU6K/pKoOGdln2vNhvto/QJsO/m605+Y93c/nd9u/T+va9VtaK6lP0cK0y5juPXgWLWT6R9rYOW+ktZSbFFp9nBbsjA98fyKtNdDbaDPD/T/ae+9fuhovpU3f/gDaa3riyPo/oYVpr+mO/y+0WdI2Riubl3HNQPInAg9Yx/f912jn/z/TWlB9lxZQS5IGIOvZMleSJE2QZBda2PCwqvp83/VIgiTfAs6sqqf3XYskSX2zy5gkSYsgyRtog0X/lDbV9t/Txo6Z1EJE0kaUZAWtm9qOXDNroSRJg2YgJEnS4rgB8CbaDE2/pnUdeXE39bek66gb7DvzbZ+bOn4BJ9LG0HlFVZ24WLVtSAs87qqq32/MeiRJmx67jEmSJGlmdQODP3S+7VU1b1i0lCU5B7jDPJt/VFXLN141kqRNkS2EJEmSNMv+gjZr29A8lvlnvbtsYxYiSdo02UJIkiRJkiRpYHprIbTVVlvV8uXL+zq8JEmSJEnSJuekk066oKqWLbRfb4HQ8uXLWb16dV+HlyRJkiRJ2uQk+dE0+11vQxciSZIkSZKk2WIgJEmSJEmSNDAGQpIkSZIkSQNjICRJkiRJkjQwBkKSJEmSJEkDYyAkSZIkSZI0MAZCkiRJkiRJA2MgJEmSJEmSNDAGQpIkSZIkSQNjICRJkiRJkjQwBkKSJEmSJEkDYyAkSZIkSZI0MAZCkiRJkiRJA2MgJEmSJEmSNDAGQpIkSZIkSQNjICRJkiRJkjQwBkKSJEmSJEkDYyAkSZIkSZI0MJv3XcAsWH7g8X2XMJPOOWT3vkuQJEmSJEkbgC2EJEmSJEmSBsZASJIkSZIkaWAMhCRJkiRJkgZmqkAoyW5JzkxyVpID59ln7ySnJzktyQcWt0xJkiRJkiQtlgUHlU6yGXAY8EjgXODEJCur6vSRfbYHXgE8uKp+keTWG6pgSZIkSZIkrZ9pWgjtBJxVVWdX1eXA0cCeY/s8Fzisqn4BUFU/X9wyJUmSJEmStFimCYS2Bn4ysnxut27UXYC7JPlqkm8k2W2xCpQkSZIkSdLiWrDL2Drcz/bArsA2wJeS3Kuqfjm6U5L9gf0Bbn/72y/SoSVJkiRJkrQupmkhdB6w7cjyNt26UecCK6vqiqr6IfB9WkB0LVV1eFWtqKoVy5Ytu641S5IkSZIkaT1MEwidCGyfZLskWwBPAVaO7fNxWusgkmxF60J29iLWKUmSJEmSpEWyYCBUVVcCBwAnAGcAx1bVaUkOTrJHt9sJwIVJTgc+D7ysqi7cUEVLkiRJkiTpuptqDKGqWgWsGlt30MjPBby4+5I2WcsPPL7vEmbSOYfs3ncJkiRJkqR1ME2XMUmSJEmSJG1CDIQkSZIkSZIGxkBIkiRJkiRpYAyEJEmSJEmSBsZASJIkSZIkaWAMhCRJkiRJkgbGQEiSJEmSJGlgDIQkSZIkSZIGxkBIkiRJkiRpYAyEJEmSJEmSBsZASJIkSZIkaWAMhCRJkiRJkgbGQEiSJEmSJGlgDIQkSZIkSZIGxkBIkiRJkiRpYAyEJEmSJEmSBsZASJIkSZIkaWAMhCRJkiRJkgbGQEiSJEmSJGlgDIQkSZIkSZIGxkBIkiRJkiRpYAyEJEmSJEmSBsZASJIkSZIkaWAMhCRJkiRJkgbGQEiSJEmSJGlgDIQkSZIkSZIGxkBIkiRJkiRpYAyEJEmSJEmSBsZASJIkSZIkaWAMhCRJkiRJkgbGQEiSJEmSJGlgDIQkSZIkSZIGZqpAKMluSc5MclaSAyds3y/J+UlO6b6es/ilSpIkSZIkaTFsvtAOSTYDDgMeCZwLnJhkZVWdPrbrMVV1wAaoUZIkSZIkSYtomhZCOwFnVdXZVXU5cDSw54YtS5IkSZIkSRvKNIHQ1sBPRpbP7daNe2KS7yT5cJJtF6U6SZIkSZIkLbrFGlT6OGB5Vd0b+Azw7kk7Jdk/yeokq88///xFOrQkSZIkSZLWxTSB0HnAaIufbbp1V6uqC6vqsm7xncADJt1RVR1eVSuqasWyZcuuS72SJEmSJElaT9MEQicC2yfZLskWwFOAlaM7JLntyOIewBmLV6IkSZIkSZIW04KzjFXVlUkOAE4ANgOOqKrTkhwMrK6qlcALkuwBXAlcBOy3AWuWJEmSJEnSelgwEAKoqlXAqrF1B438/ArgFYtbmiRJkiRJkjaExRpUWpIkSZIkSUuEgZAkSZIkSdLAGAhJkiRJkiQNjIGQJEmSJEnSwBgISZIkSZIkDYyBkCRJkiRJ0sAYCEmSJEmSJA2MgZAkSZIkSdLAGAhJkiRJkiQNjIGQJEmSJEnSwBgISZIkSZIkDYyBkCRJkiRJ0sAYCEmSJEmSJA2MgZAkSZIkSdLAGAhJkiRJkiQNjIGQJEmSJEnSwBgISZIkSZIkDYyBkCRJkiRJ0sAYCEmSJEmSJA2MgZAkSZIkSdLAGAhJkiRJkiQNjIGQJEmSJEnSwBgISZIkSZIkDYyBkCRJkiRJ0sAYCEmSJEmSJA2MgZAkSZIkSdLAbN53AZK0qVp+4PF9lzCTzjlk975LmDmeK5N5rkiSJG04thCSJEmSJEkaGAMhSZIkSZKkgbHLmCRJ0hJiF8PJ7GIoSdK6sYWQJEmSJEnSwBgISZIkSZIkDcxUgVCS3ZKcmeSsJAeuZb8nJqkkKxavREmSJEmSJC2mBQOhJJsBhwGPBnYA9kmyw4T9bga8EPjmYhcpSZIkSZKkxTNNC6GdgLOq6uyquhw4Gthzwn7/ALwBuHQR65MkSZIkSdIimyYQ2hr4ycjyud26qyW5P7BtVa112osk+ydZnWT1+eefv87FSpIkSZIkaf2t96DSSa4HvAV4yUL7VtXhVbWiqlYsW7ZsfQ8tSZIkSZKk62CaQOg8YNuR5W26dXNuBtwT+EKSc4AHASsdWFqSJEmSJGk2TRMInQhsn2S7JFsATwFWzm2sqouraquqWl5Vy4FvAHtU1eoNUrEkSZIkSZLWy4KBUFVdCRwAnACcARxbVaclOTjJHhu6QEmSJEmSJC2uzafZqapWAavG1h00z767rn9ZkiRJkiRJ2lDWe1BpSZIkSZIkLS0GQpIkSZIkSQNjICRJkiRJkjQwU40hJEmSJGlpWX7g8X2XMJPOOWT3vkuQpJlgCyFJkiRJkqSBMRCSJEmSJEkaGAMhSZIkSZKkgTEQkiRJkiRJGhgDIUmSJEmSpIExEJIkSZIkSRoYAyFJkiRJkqSBMRCSJEmSJEkaGAMhSZIkSZKkgTEQkiRJkiRJGhgDIUmSJEmSpIExEJIkSZIkSRoYAyFJkiRJkqSBMRCSJEmSJEkaGAMhSZIkSZKkgTEQkiRJkiRJGhgDIUmSJEmSpIExEJIkSZIkSRoYAyFJkiRJkqSBMRCSJEmSJEkamM37LkCSJEmS1K/lBx7fdwkz6ZxDdu+7BGmDsYWQJEmSJEnSwBgISZIkSZIkDYyBkCRJkiRJ0sAYCEmSJEmSJA2MgZAkSZIkSdLAGAhJkiRJkiQNzFSBUJLdkpyZ5KwkB07Y/pdJTk1ySpKvJNlh8UuVJEmSJEnSYlgwEEqyGXAY8GhgB2CfCYHPB6rqXlV1X+CNwFsWvVJJkiRJkiQtimlaCO0EnFVVZ1fV5cDRwJ6jO1TVr0YWbwLU4pUoSZIkSZKkxbT5FPtsDfxkZPlc4IHjOyV5HvBiYAvgYYtSnSRJkiRJkhbdog0qXVWHVdWdgL8B/m7SPkn2T7I6yerzzz9/sQ4tSZIkSZKkdTBNIHQesO3I8jbduvkcDTxu0oaqOryqVlTVimXLlk1fpSRJkiRJkhbNNIHQicD2SbZLsgXwFGDl6A5Jth9Z3B34weKVKEmSJEmSpMW04BhCVXVlkgOAE4DNgCOq6rQkBwOrq2olcECSRwBXAL8A9t2QRUuSJEmSJOm6m2ZQaapqFbBqbN1BIz+/cJHrkiRJkiRJ0gayaINKS5IkSZIkaWkwEJIkSZIkSRoYAyFJkiRJkqSBMRCSJEmSJEkaGAMhSZIkSZKkgTEQkiRJkiRJGhgDIUmSJEmSpIExEJIkSZIkSRoYAyFJkiRJkqSBMRCSJEmSJEkaGAMhSZIkSZKkgTEQkiRJkiRJGhgDIUmSJEmSpIExEJIkSZIkSRoYAyFJkiRJkqSBMRCSJEmSJEkaGAMhSZIkSZKkgTEQkiRJkiRJGhgDIUmSJEmSpIExEJIkSZIkSRoYAyFJkiRJkqSBMRCSJEmSJEkaGAMhSZIkSZKkgTEQkiRJkiRJGhgDIUmSJEmSpIExEJIkSZIkSRqYzfsuQJIkSZIkLQ3LDzy+7xJm0jmH7N53CevMFkKSJEmSJEkDYyAkSZIkSZI0MAZCkiRJkiRJA2MgJEmSJEmSNDAGQpIkSZIkSQMzVSCUZLckZyY5K8mBE7a/OMnpSb6T5LNJ7rD4pUqSJEmSJGkxLBgIJdkMOAx4NLADsE+SHcZ2+zawoqruDXwYeONiFypJkiRJkqTFMU0LoZ2As6rq7Kq6HDga2HN0h6r6fFX9tlv8BrDN4pYpSZIkSZKkxTJNILQ18JOR5XO7dfN5NvCpSRuS7J9kdZLV559//vRVSpIkSZIkadEs6qDSSZ4GrADeNGl7VR1eVSuqasWyZcsW89CSJEmSJEma0uZT7HMesO3I8jbdumtJ8gjglcBDq+qyxSlPkiRJkiRJi22aFkInAtsn2S7JFsBTgJWjOyS5H/B2YI+q+vnilylJkiRJkqTFsmAgVFVXAgcAJwBnAMdW1WlJDk6yR7fbm4CbAh9KckqSlfPcnSRJkiRJkno2TZcxqmoVsGps3UEjPz9ikeuSJEmSJEnSBrKog0pLkiRJkiRp9hkISZIkSZIkDYyBkCRJkiRJ0sAYCEmSJEmSJA2MgZAkSZIkSdLAGAhJkiRJkiQNjIGQJEmSJEnSwBgISZIkSZIkDYyBkCRJkiRJ0sAYCEmSJEmSJA2MgZAkSZIkSdLAGAhJkiRJkiQNjIGQJEmSJEnSwBgISZIkSZIkDYyBkCRJkiRJ0sAYCEmSJEmSJA2MgZAkSZIkSdLAGAhJkiRJkiQNjIGQJEmSJEnSwBgISZIkSZIkDYyBkCRJkiRJ0sAYCEmSJEmSJA2MgZAkSZIkSdLAGAhJkiRJkiQNjIGQJEmSJEnSwBgISZIkSZIkDYyBkCRJkiRJ0sAYCEmSJEmSJA2MgZAkSZIkSdLAGAhJkiRJkiQNjIGQJEmSJEnSwEwVCCXZLcmZSc5KcuCE7Q9JcnKSK5PstfhlSpIkSZIkabEsGAgl2Qw4DHg0sAOwT5Idxnb7MbAf8IHFLlCSJEmSJEmLa/Mp9tkJOKuqzgZIcjSwJ3D63A5VdU637aoNUKMkSZIkSZIW0TRdxrYGfjKyfG63TpIkSZIkSUvQRh1UOsn+SVYnWX3++edvzENLkiRJkiSpM00gdB6w7cjyNt26dVZVh1fViqpasWzZsutyF5IkSZIkSVpP0wRCJwLbJ9kuyRbAU4CVG7YsSZIkSZIkbSgLBkKVmN+QAAAbRklEQVRVdSVwAHACcAZwbFWdluTgJHsAJNkxybnAk4C3JzltQxYtSZIkSZKk626aWcaoqlXAqrF1B438fCKtK5kkSZIkSZJm3EYdVFqSJEmSJEn9MxCSJEmSJEkaGAMhSZIkSZKkgTEQkiRJkiRJGhgDIUmSJEmSpIExEJIkSZIkSRoYAyFJkiRJkqSBMRCSJEmSJEkaGAMhSZIkSZKkgTEQkiRJkiRJGhgDIUmSJEmSpIExEJIkSZIkSRoYAyFJkiRJkqSBMRCSJEmSJEkaGAMhSZIkSZKkgTEQkiRJkiRJGhgDIUmSJEmSpIExEJIkSZIkSRoYAyFJkiRJkqSBMRCSJEmSJEkaGAMhSZIkSZKkgTEQkiRJkiRJGhgDIUmSJEmSpIExEJIkSZIkSRoYAyFJkiRJkqSBMRCSJEmSJEkaGAMhSZIkSZKkgTEQkiRJkiRJGhgDIUmSJEmSpIExEJIkSZIkSRoYAyFJkiRJkqSBMRCSJEmSJEkamKkCoSS7JTkzyVlJDpyw/QZJjum2fzPJ8sUuVJIkSZIkSYtjwUAoyWbAYcCjgR2AfZLsMLbbs4FfVNWdgbcCb1jsQiVJkiRJkrQ4pmkhtBNwVlWdXVWXA0cDe47tsyfw7u7nDwMPT5LFK1OSJEmSJEmLZZpAaGvgJyPL53brJu5TVVcCFwO3WowCJUmSJEmStLhSVWvfIdkL2K2qntMtPx14YFUdMLLPd7t9zu2W/6fb54Kx+9of2L9bvCtw5mI9kE3IVsAFC+4lea5o3Xi+aFqeK1oXni+alueK1oXni6bluTLZHapq2UI7bT7FHZ0HbDuyvE23btI+5ybZHLgFcOH4HVXV4cDhUxxzsJKsrqoVfdeh2ee5onXh+aJpea5oXXi+aFqeK1oXni+alufK+pmmy9iJwPZJtkuyBfAUYOXYPiuBfbuf9wI+Vws1PZIkSZIkSVIvFmwhVFVXJjkAOAHYDDiiqk5LcjCwuqpWAu8C3pvkLOAiWmgkSZIkSZKkGTRNlzGqahWwamzdQSM/Xwo8aXFLGyy71GlanitaF54vmpbnitaF54um5bmideH5oml5rqyHBQeVliRJkiRJ0qZlmjGEJEmSJEmStAkxEJIkSZIkSRoYA6GeJXl+klv2XYckSdLapNm27zokSdLimGpQaW1QtwFOTHIycARwQjmwk+aR5E7AuVV1WZJdgXsD76mqX/ZbmWZNktsA/wjcrqoenWQHYOeqelfPpWkGJVkGPBdYzsj/BlX1rL5q0uypqkqyCrhX37VoaUhyA+CJrPm75eC+atJsSvJg4NXAHWjnSmi/du7YZ12aTUm2AQ4FdgEK+DLwwqo6t9fCliBbCPWsqv4O2B54F7Af8IMk/9hd+EvjPgL8PsmdaSPqbwt8oN+SNKOOAk4Abtctfx94UW/VaNZ9ArgF8F/A8SNf0riTk+zYdxFaMj4B7AlcCVwy8iWNexfwFtoF/o7Aiu67NMmRwErgtrT/dY/r1mkd2UJoBnSfuP0U+CntD+YtgQ8n+UxVvbzf6jRjrqqqK5M8Hji0qg5N8u2+i9JM2qqqjk3yCoDuvPl930VpZt24qv6m7yK0JDwQeGqSH9Eu7Oc+xb93v2VpRm1TVbv1XYSWhIur6lN9F6ElY1lVjQZARyXxg8/rwECoZ0leCDwDuAB4J/CyqroiyfWAHwAGQhp1RZJ9gH2Bx3brrt9jPZpdlyS5Fa0ZLUkeBFzcb0maYZ9M8piqWtV3IZp5j+q7AC0pX0tyr6o6te9CNJuS3L/78fNJ3gR8FLhsbntVndxLYZp1FyZ5GvDBbnkf4MIe61my4nA1/UryauDIqvrRhG13r6ozNn5VmlXdODB/CXy9qj6YZDtg76p6Q8+lacZ0/2AdCtwT+C6wDNirqr7Ta2GaKUl+TQsNA9yE9k/4FVzT6uPmPZanGZVkF2D7qjqyG3/qplX1w77r0uxJcjpwZ+CHtN8vtijTtST5/Fo2V1U9bKMVoyUjyR1o/+fuTPs/5mvAC6rqx70WtgQZCPUoyWbAaVV1t75rkbTp6FoYPgj4FnBX2j/gZ1bVFb0WJmnJS/Iq2tged62quyS5HfChqnpwz6VpBnUXbWuY9EGohi3JHavq7IXWSVpcBkI9S/IJ4PmmmZpGklPpugCNuBhYDby2qmwqKQCSfLuq7td3HVoaunHJPldVF3fLWwK7VtXH+61MsybJKcD9gJPnfsck+Y4tPjSfJPcB/rhb/HJV/Xef9Wg2JTm5qu4/tu6kqnpAXzVp9iR5eVW9McmhrHlNRFW9oIeyljTHEOrfLYHTknyLkVkXqmqP/krSDPsU8HuumVnsKcCNaQOSH8U14wpJn03yROCjZfKvhb2qqj42t1BVv+xaghgIadzl3WQYc+OT3aTvgjS7urEyn0sbFwbgfUkOr6pDeyxLMyTJ3YB7ALdI8oSRTTcHbthPVZphc8OprO61ik2ILYR6luShk9ZX1Rc3di2affN8enJyVd0/yalVda++atNs6caGuQktQPwdjgmjtZjUwsPfKZokyUuB7YFHAq8HngV8wAt8TZLkO8DOVXVJt3wT2jiItigTAEn2BB4H7EGbRnzOr4Gjq+prvRQmDYQthHpm8KN1tFmSnarqWwBJdgQ267Zd2V9ZmjVVdbO+a9CSsjrJW4DDuuXnASf1WI9mVFW9OckjgV/Rxig7qKo+03NZml2hfTAx5/fdOgmAqvoE8IkkO1fV1/uuR7MtyXFM6Co2x142685AqGfdVNCHAncHtqBd3F/ip/iax3OAI5LclPYP1a+A53SfuL2+18o0c5LsATykW/xCVX2yz3o0054P/D1wDO0frc/QQiHpWpK8GDjGEEhTOhL4ZpK5LqmPA97VYz2aMXNjwgB/nmSf8e2OCaMxb+6+PwH4Q+B93fI+wM96qWiJs8tYz5Kspo0D8yHarB3PAO5SVa/otTDNtCS3AJgbAFYal+QQYEfg/d2qfYDV/m7RuG7GyzdU1Uv7rkWzrxtbam/gIlqA+KGq8p9wzSvJ/YFdusUvV9W3+6xHsyXJY6vquCT7TtpeVe/e2DVp9iVZXVUrFlqnhRkI9WzuxB0dv8HZgTSfJDcAnggsZ6SFX1Ud3FdNmk3duA33raqruuXNgG87boMmSfKNqnpQ33Vo6Uhyb+DJtL9J51bVI3ouSTMkyc2r6ldJ/mDS9qq6aGPXpNmW5E5V9T9916GlIckZwO5VdXa3vB2wqqru3m9lS49dxvr32yRbAKckeSPwf8D1eq5Js+sTtGnmTwIu67kWzb4taZ/iA9yiz0I0876dZCWtterojJcfnf8mGrif02a4vBC4dc+1aPZ8APgz2v8ro58+p1u+Yx9FaaYdkWQb4ETgy8CXqurUnmvS7Ppr4AtJzqb9XrkD8Bf9lrQ02UKoZ0nuQOvvuAXtxL4F8O9VdVavhWkmJfluVd2z7zo0+7p++IcAn6f9oXwIcGBVHdNrYZpJSY6csLqq6lkbvRjNtCR/ResytowWIB5bVaf3W5WkTUH3IfmOwK60i/ubVtXEVmZS13Pibt3i96rKD8uvAwOhHnVdON5TVU/tuxYtDUkOBw71ExNNI8ltaf9YAXyrqn7aZz2Slr4kr6cNKn1K37Vo9iX5bFU9fKF1UpJdgD/uvrYETqGNOfXBXgvTzEpyT2AH4IZz66rqPf1VtDQZCPUsyVeAh1XV5X3XotmX5HTgzsAPaV3GQvsU33FhBFw9eOe8qurkjVWLlo4kNwSeDdyDa/9jZQshrSHJfWgXbdAu2P67z3o0e7rfKTemtVLdlWummr858Omquts8N9VAJbmS1sXw9bSxYLw20ry6CQ52pQVCq4BHA1+pqr36rGspcgyh/p0NfLUbu2F03Ia39FeSZtij+y5AM++f1rKtgIdtrEK0pLwX+B7wKOBg4KnAGb1WpJmU5AXA/sDc+FLvS3J4VR3aY1maPX8BvAi4He0ify4Q+hXwb30VpZm2FfBgWhf3FyS5Cvh6Vf19v2VpRu0F3Ic2Ycozk9yGa6ag1zqwhVDPunRzDVX1mo1di2aXs3VI2pDmZrecm/EyyfVpLT+ceUzX0s1guHNVXdIt34R20WZLVa0hyfMNCzWtJHcHHkprgfhHwI+r6qH9VqVZlOTEqtoxyUnAnwC/Bs6w9eG6s4VQz+aCnyQ3b4v1655L0mwan60jI9ucrUNr6Jrr/xWwC+0c+TLwtqq6tNfCNKuu6L7/suuT/1OcOUqTBfj9yPLvufbfJOlqVXWo43xoGt1sUd+j/b/yH8Az7TamSZIE+E6SLYF30K6PfgN8vdfClihbCPUsyQrgSOBm3aqLgWdV1Un9VSVpqUtyLO3Tkrnms38ObFlVT+qvKs2qJM8BPgLcm/Y36abAQVX1tl4L08xJ8mJgX+Bj3arHAUdV1T/3V5VmleN8aFpJrldVV/Vdh5aGJKdW1b26n5cDN6+q7/Ra1BJlINSzrun186rqy93yLrRp5216rTU4W4emleT0qtphoXWStK66wet36Ra/XFXf7rMeza4kp3LNOB/3mRvno6oe2XNpkpawJO8G/q2qTuy7lqXOLmP9+/1cGARQVV/pRtmXrjYyW8dWSW7JtWfr2Lq3wjTLTk7yoKr6BkCSBwKre65JM6q7SPtH4HZV9egkO9DGiXlXz6VpxiR5EHDa3IyFSW6e5IFV9c2eS9Ns+l1VXZXkym54hJ8D2/ZdlKQl74HAU5P8iDYxkzMvX0cGQj0ZmRr6i0neDnyQNs7Hk4Ev9FWXZpazdWhdPQD4WpIfd8u3B87sPq31D6bGHUXrKvbKbvn7wDGAgZDG/Qdw/5Hl30xYJ81Z7TgfkjaAR/VdwKbCLmM9SfL5tWyuqnJqaK0hyQuq6l/H1t2gqi7rqybNpiR3WNv2qvrRxqpFs29kto5vV9X9unWnVNV9+65Ns2XSeTE3O11fNWlpcJwPrU2SGwBPBJYz0mihqg7uqyZpCGwh1JOq+pO+a9CStB/wr2Prvo6fzGpN21fVf42uSLJvVb27r4I00y5JcitaS9W5bkEX91uSZtTZSV5AaxUEbTbDs3usRzMsyeOBz1XVxVV1TpItkzyuqj7ed22aOZ+g/d05CfCDTmkjsYVQT5I8rare183WsYaqesvGrkmzK8kf0sYKeh9ttqjRMYTeVlV366s2zaYkXwJOA15KmzHqncBlzuyiSbpuzIcC9wS+CywD9vKTfI1LcmvaBxMPowWInwVeVFU/77UwzaR5WpRd3RJRmpPku1V1z77rkIbGFkL9uUn3/WZr3UtqHkVrHbQNMBoW/gr42z4K0sx7KPAS4JRu+aCq+mCP9Wi23Yk2HfS2tCb7D8T/ETRBF/w8pe86tGRcb8I6f7dokq8luVdVndp3IdKQ2EJIWkKSPLGqPtJ3HZp9Sf4AeButFdk2tNZlbyh/6WuCuTFgkuwC/APwZlqI+MCeS9OMSfJG4LXA74BPA/cG/rqq3tdrYZpJSY4Afgkc1q16HvAHVbVfb0VpJiU5Hbgz8ENalzFnjZI2AgOhniQZHwfmWqrqBRurFi0dXdex1+HU0FpAku8Dh1TVEUluBLwBWFFVf9RzaZpBc104krweOLWqPmC3Dk0y1wWoGxvmz4AXA1+qqvv0XJpmUJKbAH8PPKJb9RngtVV1SX9VaRbNNxmGk2BIG5ZNNvtzUt8FaEk6EqeG1nQeATw0yUFVdXCSN9Nm7pAmOS/J24FHAm/oZnuZ1NVDmvvfcXfgQ1V1cZK17a8B64KfA/uuQ7Ovqn7UtVLdvqqOTLKMNgaipA3IFkLSEuLU0JpWkv8ArgIeVlV3T3JL4D+raseeS9MMSnJjYDda66AfJLktcK+q+s+eS9OMSXII8Dhal7GdgC2BT9q9UKOS/HNVvSjJcXSzF46qqj16KEszLMmrgBXAXavqLkluRwudH9xzadImzRZC0tLi1NCa1gOr6v5Jvg1QVb9IskXfRWk2VdVvgY+OLP8f8H/9VaRZVVUHduMIXVxVv09yCbBn33Vp5ryn+/7mXqvQUvJ44H7AyQBV9b9JnHxH2sAMhKSl5cXASuBOSb5KNzV0vyVpRl2RZDOuCQ+X0VoMSdI6S/KwqvpckieMrBvd5aNr3koD9ibg4cBjqupv+i5GS8LlVVVJ5v5vuclCN5C0/gyEepbkVlV1Yd91aMlwamhN61+BjwG3TvI6WnD4d/2WJGkJewjwOeCxtKA5Y98NhDTqtkn+CNgjydG08+RqVXVyP2Vphh3bjWW3ZZLnAs8C3tlzTdImzzGEepbkB8AptIGCP+WU0Fobp4bWukhyN9ontAE+W1Vn9FySpCUqyUtYMwii+5mqektPpWkGJdkLeDawC7B6bHNV1cM2flWadUkeCfwp7ffLCVX1mZ5LkjZ5BkI9S2tv/QhaCr4jcCxwVFV9v9fCNJOcGlqS1IduwFeAu9L+X/kE7aLtscC3quppfdWm2ZXk76vqH/quQ7MvyRvGuxdOWidpcRkIzZAkfwK8D7gJ8N/AgVX19X6r0ixJ8kngPNrU0PenzfLyraq6T6+FSZIGIcmXgN2r6tfd8s2A46vqIf1WplmS5G5V9b0k95+03S5jGpfk5Kq6/9i671TVvfuqSRoCxx7pWTdj1NOApwM/A55PGzT4vsCHgO36q04zaG/a1NBvrqpfdlNDv6znmiRJw3Eb4PKR5cu7ddKoFwP7A/80YVsBdhkTAEn+H/BXwB2TfGdk082Ar/ZTlTQcthDqWZLvA+8Fjqyqc8e2/U1VvaGfyiRJkq4tyStpH058rFv1OOCYqnp9f1VpViW5YVVdutA6DVeSWwC3BF4PHDiy6ddVdVE/VUnDYSDUsyRxIGlJkrRUdN2A/rhb/FJVfbvPejS75ukGtMY6KcmdgHOr6rIkuwL3Bt5TVb/stzJp02aXsf49oPu07Q601yO02RfsLytJkmZON/6LY8BoXkn+ENgauFGS+3HNrHQ3B27cW2GaZR8BViS5M3A4beD6DwCP6bUqaRNnINS/99PGgDkVuKrnWiRJkqT19ShgP2Ab4C0j638N/G0fBWnmXVVVVyZ5AnBoVR2axNaH0gZmINS/86tqZd9FSJIkSYuhqt4NvDvJE6vqI33XoyXhiiT7AM8AHtutu36P9UiD4BhCPUvycGAf4LPAZXPrq+qjvRUlSZIkrackWwIHAQ/pVn0ROLiqLu6vKs2iJDsAfwl8vao+mGQ7YG8n2JE2LAOhniV5H3A34DSu6TJWVfWs/qqSJEmS1k+SjwDfBd7drXo6cJ+qekJ/VUmS5hgI9SzJmVV1177rkCRJkhZTklOq6r4LrdNwJTm2qvZOciqwxoWpE+1IG5ZjCPXva0l2qKrT+y5EkiRJWkS/S7JLVX0FIMmDgd/1XJNmywu773/WaxXSQNlCqGdJzgDuBPyQNoaQ085L+v/t3W+on2Udx/H3Z3M5nToJ96DIFLKC3PSsHRejDDRL6S/kYsT8MwT/FOoDnzQwhmkRsaA0DUvdJi5K7IEaQTLSKViame5sClqgFUZimGOklWtfH9zXYb8dz85OenZ+Z+f3fj26f9ff732fJ4fvfV3XLUnSIS/JEN12sYWt6J/AhVU10r+oJEmjTAj1WZITxiuvqj9PdyySJEnSVElyOLCS7uXnscBOuhef1/Y1MM0YSXYxzlYx9r4kP2aaQ5IGilvG+szEjyRJkmape4BXgD8AL/Q5Fs1AVXV0v2OQBpkrhCRJkiRNuSQ7qmpxv+OQJI1vTr8DkCRJkjQr/SbJkn4HIUkanyuEJEmSJE25JE8DJ+HHUyRpRjIhJEmSJGnK+fEUSZrZTAhJkiRJkiQNGM8QkiRJkiRJGjAmhCRJkiRJkgaMCSFJkiRJkqQBY0JIkiTpbUgylOTTB3mONUnePYl2W5MMH8xYJEnS7GBCSJIkHZKSHNbvGJoh4KAmhIA1wAETQpIkSZNlQkiSJE2LJAuS/DLJtiQ7kqxK8okkTyTZnmRDksNb2+eTHNeuh5NsbdfXJLkjycPAHUnmJvluG28kyRWt3bIkDyZ5PMl9Sd41QVxXJnm69f9ZkjlJ/phkUaufk+RPSRYl+VKba1uSh5K8A7gWWJXkyXZPC9q9/K7d2xfaOGuS3J1kS7u/y5Nc1do8kuSd+4lvJTAM/KTNcUSSdUkea7H8OEl6upzf2u1Isvxt/tkkSdIsZUJIkiRNl3OAv1XVqVW1GPgVsAlYVVVLgMOAr0xinA8BZ1XVl4FLgBOBoao6hS5pMg/4AbCyqpYBG4BvTTDeWmBp639ZVe0BNgOrW/1ZwLaqeglYB5xdVacCn6+q/7ayO6tqqKruBK4G7q+q5cAZwPokC9pYi4EvAqe1mF6tqqXAb4ELxguuqn4O/B5Y3eZ4Dbixqk5rz/EI4LM9XY6sqiHgq+3eJUmS3sSEkCRJmi7bgU8m+U6S0+kSOc9V1bOt/nbg45MY596WFIEuWfOjqtoNUFUvAx+kS7xsSfIk8HXgPROMN0KXSDoP2N3KNrA3QXMRsLFdPwxsSnIxMHc/430KWNvm3grMB97b6h6oql0tubQT+EUr3073PCbrjCSPJtkOnAmc3FP3U4Cqegg4Jsmx/8e4kiRpQMyUvfeSJGmWq6pnk3yY7rydbwL3T9B8N3tfXM0fU/evA0wV4KmqWjHJ0D5Dl4j6HHB1kiVV9dckLyY5E1hOWy1UVZcl+Ujr83iSZfuZ/9yqemafwq7ff3qK9vT83sMk/y9LMh/4ITDc4ryGfZ9Rjeky9rckSZIrhCRJ0vRoX8l6tao2A+uBFcCJSU5qTc4HHmzXzwOjyZZzJxh2C3Dp6AHT7RyeZ4BFSVa0snlJTh6vc5I5wPFV9QDwNWAhcFSrvpVu69hdVfW/1v59VfVoVa0DXgKOB3YBR/cMex9wxei5PkmWTvhgJqd3jtHkzz+SHAWsHNN2VZv3Y8DOqto5BfNLkqRZxhVCkiRpuiyhO09nD/A63XlBC4G7WkLnMeDm1vYbwG1JrqPbdrU/twIfAEaSvA7cUlU3toOYb0iykO7/ne8DT43Tfy6wubULcENVvdLq7qXbKraxp/36JO9vbX8NbAP+wt4tYt8GrmvzjbSE03Pse8bPW7EJuDnJa3SJtFuAHcDf6Z5br38neQKYR7fdTZIk6U1S5SpiSZKksZIMA9+rqtP7HYskSdJUc4WQJEnSGEnW0q1gWn2gtpIkSYciVwhJkqSBkOQm4KNjiq+vqo3jte+HQyFGSZI0O5gQkiRJkiRJGjB+ZUySJEmSJGnAmBCSJEmSJEkaMCaEJEmSJEmSBowJIUmSJEmSpAFjQkiSJEmSJGnAvAHoCuJ72sfyeQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 观察 source_system_tab 变量的 target 平均值, 用 柱状图 表示\n",
    "plot = source_system_tab_target.plot(kind='bar', title='target', figsize=(20, 5))\n",
    "plot.set_ylim(0, np.max(source_system_tab_target.values) + 0.05)\n",
    "plt.title('Mean target value for variable %s' % 'source_system_tab', fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 观察 source_screen_name 变量的 target 平均值，并排序\n",
    "source_screen_name_target = data_all_train.groupby('source_screen_name')['target'].mean().sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 观察 source_screen_name 变量的 target 平均值, 用 柱状图 表示\n",
    "plot = source_screen_name_target.plot(kind='bar', title='target', figsize=(20, 5))\n",
    "plot.set_ylim(0, np.max(source_screen_name_target.values) + 0.05)\n",
    "plt.title('Mean target value for variable %s' % 'source_system_tab', fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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AYE9bRA+hi5Pcdub+AeOyq+nuE7r74O4+eP/991/AoQEAAAC4phYRCJ2S5GfHq43dPclnuvtjC9gvAAAAAHvApkPGquqVSe6ZZL+quijJU5NcN0m6+4VJTkvygCTnJ/lCkkftqWIBAAAA2H2bBkLdfdQm6zvJYxdWEQAAAAB71CKGjAEAAACwQgRCAAAAABMjEAIAAACYGIEQAAAAwMQIhAAAAAAmRiAEAAAAMDECIQAAAICJEQgBAAAATIxACAAAAGBiBEIAAAAAEyMQAgAAAJgYgRAAAADAxAiEAAAAACZGIAQAAAAwMQIhAAAAgIkRCAEAAABMjEAIAAAAYGIEQgAAAAATIxACAAAAmBiBEAAAAMDECIQAAAAAJkYgBAAAADAxAiEAAACAiREIAQAAAEyMQAgAAABgYgRCAAAAABMjEAIAAACYGIEQAAAAwMQIhAAAAAAmRiAEAAAAMDECIQAAAICJEQgBAAAATIxACAAAAGBiBEIAAAAAEyMQAgAAAJgYgRAAAADAxAiEAAAAACZm32UXwFVtO+bUvXq8C447bK8eDwAAAFg+PYQAAAAAJkYgBAAAADAxAiEAAACAiREIAQAAAEyMQAgAAABgYrYUCFXVoVV1XlWdX1XHbLD+wKo6vareU1XvraoHLL5UAAAAABZh00CoqvZJcnyS+yc5KMlRVXXQ3Ga/meTk7r5zkoclef6iCwUAAABgMbbSQ+iuSc7v7g9391eSnJTkiLltOslNx9s3S/IfiysRAAAAgEXadwvb3CbJhTP3L0pyt7ltjk3y5qp6fJJvSnLvhVTH2tl2zKl79XgXHHfYXj0eAAAArIJFTSp9VJITu/uAJA9I8vKqutq+q+roqjqrqs669NJLF3RoAAAAAK6JrQRCFye57cz9A8Zlsx6d5OQk6e5/THKDJPvN76i7T+jug7v74P3333/XKgYAAABgt2wlEDozyR2q6nZVdb0Mk0afMrfNvye5V5JU1XdnCIR0AQIAAAC4Fto0EOruK5I8Lsmbkpyb4Wpi51TV06vq8HGzJyX5+ar6lySvTPLI7u49VTQAAAAAu24rk0qnu09LctrcsqfM3P5AkkMWWxoAAAAAe8KiJpUGAAAAYEUIhAAAAAAmRiAEAAAAMDECIQAAAICJEQgBAAAATMyWrjIGbG7bMafu1eNdcNxhe/V4AAAArA89hAAAAAAmRg8hYEv0gAIAAFgfeggBAAAATIxACAAAAGBiBEIAAAAAEyMQAgAAAJgYk0oDZP0nzV739gEAANeMHkIAAAAAEyMQAgAAAJgYgRAAAADAxAiEAAAAACbGpNIArDyTZgMAwDUjEAKAazFhFwAAe4IhYwAAAAATIxACAAAAmBiBEAAAAMDECIQAAAAAJkYgBAAAADAxAiEAAACAiXHZeQBgabYdc+pePd4Fxx22V48HAHBtpYcQAAAAwMQIhAAAAAAmxpAxAIA9xJA4AODaSg8hAAAAgIkRCAEAAABMjEAIAAAAYGIEQgAAAAATIxACAAAAmBhXGQMAYJe4ihoArC49hAAAAAAmRiAEAAAAMDGGjAEAwAYMiQNgnekhBAAAADAxAiEAAACAiREIAQAAAEyMQAgAAABgYgRCAAAAABOzpauMVdWhSZ6bZJ8kf9rdx22wzUOTHJukk/xLdz98gXUCAAAL4gpqAGwaCFXVPkmOT3KfJBclObOqTunuD8xsc4ckv5HkkO7+VFXdYk8VDAAAsDMCL4DNbaWH0F2TnN/dH06SqjopyRFJPjCzzc8nOb67P5Uk3X3JogsFAABA4AUsxlYCodskuXDm/kVJ7ja3zR2TpKr+IcOwsmO7+43zO6qqo5McnSQHHnjgrtQLAADAGlv3wGvd28fqWNSk0vsmuUOSeyY5KsmLquqb5zfq7hO6++DuPnj//fdf0KEBAAAAuCa2EghdnOS2M/cPGJfNuijJKd391e7+SJIPZQiIAAAAALiW2UogdGaSO1TV7arqekkeluSUuW1el6F3UKpqvwxDyD68wDoBAAAAWJBNA6HuviLJ45K8Kcm5SU7u7nOq6ulVdfi42ZuSfLKqPpDk9CS/1t2f3FNFAwAAALDrtjKpdLr7tCSnzS17ysztTvLE8R8AAAAwMSbMXi1bCoQAAAAApmzdAq9FXWUMAAAAgBUhEAIAAACYGIEQAAAAwMQIhAAAAAAmRiAEAAAAMDECIQAAAICJEQgBAAAATIxACAAAAGBiBEIAAAAAEyMQAgAAAJgYgRAAAADAxAiEAAAAACZGIAQAAAAwMQIhAAAAgIkRCAEAAABMjEAIAAAAYGIEQgAAAAATIxACAAAAmBiBEAAAAMDECIQAAAAAJkYgBAAAADAxAiEAAACAiREIAQAAAEyMQAgAAABgYgRCAAAAABMjEAIAAACYGIEQAAAAwMQIhAAAAAAmRiAEAAAAMDECIQAAAICJEQgBAAAATIxACAAAAGBiBEIAAAAAEyMQAgAAAJgYgRAAAADAxAiEAAAAACZGIAQAAAAwMQIhAAAAgIkRCAEAAABMjEAIAAAAYGIEQgAAAAATs6VAqKoOrarzqur8qjpmJ9v9VFV1VR28uBIBAAAAWKRNA6Gq2ifJ8Unun+SgJEdV1UEbbHeTJL+c5F2LLhIAAACAxdlKD6G7Jjm/uz/c3V9JclKSIzbY7reTPCvJlxZYHwAAAAALtpVA6DZJLpy5f9G47EpV9QNJbtvdpy6wNgAAAAD2gN2eVLqqrpPk95M8aQvbHl1VZ1XVWZdeeunuHhoAAACAXbCVQOjiJLeduX/AuGy7myT53iRvr6oLktw9ySkbTSzd3Sd098HdffD++++/61UDAAAAsMu2EgidmeQOVXW7qrpekoclOWX7yu7+THfv193buntbkjOSHN7dZ+2RigEAAADYLZsGQt19RZLHJXlTknOTnNzd51TV06vq8D1dIAAAAACLte9WNuru05KcNrfsKTvY9p67XxYAAAAAe8puTyoNAAAAwGoRCAEAAABMjEAIAAAAYGIEQgAAAAATIxACAAAAmBiBEAAAAMDECIQAAAAAJkYgBAAAADAxAiEAAACAiREIAQAAAEyMQAgAAABgYgRCAAAAABMjEAIAAACYGIEQAAAAwMQIhAAAAAAmRiAEAAAAMDECIQAAAICJEQgBAAAATIxACAAAAGBiBEIAAAAAEyMQAgAAAJgYgRAAAADAxAiEAAAAACZGIAQAAAAwMQIhAAAAgIkRCAEAAABMjEAIAAAAYGIEQgAAAAATIxACAAAAmBiBEAAAAMDECIQAAAAAJkYgBAAAADAxAiEAAACAiREIAQAAAEyMQAgAAABgYgRCAAAAABMjEAIAAACYGIEQAAAAwMQIhAAAAAAmRiAEAAAAMDECIQAAAICJEQgBAAAATIxACAAAAGBithQIVdWhVXVeVZ1fVcdssP6JVfWBqnpvVf1NVX374ksFAAAAYBE2DYSqap8kxye5f5KDkhxVVQfNbfaeJAd3939J8pokz150oQAAAAAsxlZ6CN01yfnd/eHu/kqSk5IcMbtBd5/e3V8Y756R5IDFlgkAAADAomwlELpNkgtn7l80LtuRRyd5w+4UBQAAAMCes+8id1ZVP5Pk4CQ/toP1Ryc5OkkOPPDARR4aAAAAgC3aSg+hi5Pcdub+AeOyq6iqeyd5cpLDu/vLG+2ou0/o7oO7++D9999/V+oFAAAAYDdtJRA6M8kdqup2VXW9JA9LcsrsBlV15yR/kiEMumTxZQIAAACwKJsGQt19RZLHJXlTknOTnNzd51TV06vq8HGz301y4ySvrqp/rqpTdrA7AAAAAJZsS3MIdfdpSU6bW/aUmdv3XnBdAAAAAOwhWxkyBgAAAMAaEQgBAAAATIxACAAAAGBiBEIAAAAAEyMQAgAAAJgYgRAAAADAxAiEAAAAACZGIAQAAAAwMQIhAAAAgIkRCAEAAABMjEAIAAAAYGIEQgAAAAATIxACAAAAmBiBEAAAAMDECIQAAAAAJkYgBAAAADAxAiEAAACAiREIAQAAAEyMQAgAAABgYgRCAAAAABMjEAIAAACYGIEQAAAAwMQIhAAAAAAmRiAEAAAAMDECIQAAAICJEQgBAAAATIxACAAAAGBiBEIAAAAAEyMQAgAAAJgYgRAAAADAxAiEAAAAACZGIAQAAAAwMQIhAAAAgIkRCAEAAABMjEAIAAAAYGIEQgAAAAATIxACAAAAmBiBEAAAAMDECIQAAAAAJkYgBAAAADAxAiEAAACAiREIAQAAAEyMQAgAAABgYrYUCFXVoVV1XlWdX1XHbLD++lX1qnH9u6pq26ILBQAAAGAxNg2EqmqfJMcnuX+Sg5IcVVUHzW326CSf6u7bJ/mDJM9adKEAAAAALMZWegjdNcn53f3h7v5KkpOSHDG3zRFJ/my8/Zok96qqWlyZAAAAACzKVgKh2yS5cOb+ReOyDbfp7iuSfCbJzRdRIAAAAACLVd298w2qHpzk0O7+ufH+/0hyt+5+3Mw27x+3uWi8/2/jNpfN7evoJEePd++U5LxFNWQL9kty2aZbrS7tW13r3LZE+1ad9q2udW5bon2rTvtW1zq3LdG+Vad9q2ud25bs/fZ9e3fvv9lG+25hRxcnue3M/QPGZRttc1FV7ZvkZkk+Ob+j7j4hyQlbOObCVdVZ3X3wMo69N2jf6lrntiXat+q0b3Wtc9sS7Vt12re61rltifatOu1bXevctuTa276tDBk7M8kdqup2VXW9JA9LcsrcNqckecR4+8FJ3tabdT0CAAAAYCk27SHU3VdU1eOSvCnJPkle0t3nVNXTk5zV3ackeXGSl1fV+UkuzxAaAQAAAHAttJUhY+nu05KcNrfsKTO3v5TkIYstbeGWMlRtL9K+1bXObUu0b9Vp3+pa57Yl2rfqtG91rXPbEu1bddq3uta5bcm1tH2bTioNAAAAwHrZyhxCAAAAAKwRgRAAAADAxGxpDiEApqGq7pqku/vMqjooyaFJPjjOJQfATlTVDye5a5L3d/ebl10PAOzMZHoIVdXNl10DTEFV3aqqbjXe3r+qfrKqvmfZdbG5qnpqkj9K8oKqemaSP07yTUmOqaonL7U4gGuhqvqnmds/n+F98yZJnlpVxyytMADYgrUMhKrquKrab7x9cFV9OMm7quqjVfVjSy5vj6iqw5ddwyJU1T5V9QtV9dtVdcjcut9cVl1sTVX9QpJ/THJGVf1iktcnOSzJa6vq0UstbgGq6puXXcMe9uAkhyT50SSPTfLA7v7tJPdLcuQyC9tdVfXaqvqZqrrxsmthsarqu5Zdw+6qqkNnbt+sql5cVe+tqldU1S2XWdsijH8oeEFVHV9VN6+qY6vqfVV1clXdetn17abrztw+Osl9uvtpSe6b5KeXU9KeV1Xfuuwa9pR1atv4fnJcVX2wqi6vqk9W1bnjsrX+TLPqv+/X/H1zQ1V1i2XXsCddWzuorGUglOSw7r5svP27SY7s7tsnuU+S5yyvrMUYe1zM/vupJCdsv7/s+nbTnyT5sSSfTPJHVfX7M+tWvW2bqqo3LLuG3fS4JN+T5AcznHtHdPejk9w9yeOXWdiCXFZVb62qR6/pB6kruvtr3f2FJP/W3f+ZJN39xSRfX25pu+1uSR6Y5N/HD1MPqqrrLbuoRZrih8fROgzL+b8zt5+T5GNJfiLJmRl+L666E5N8IMmFSU5P8sUkD0jy90leuLyyFuI6VfUt4wf96u5Lk6S7P5/kiuWWthhVdcgYIpxTVXerqrckObOqLqyqeyy7vt0x+8fGqjqoqj6U5N1VdUFV3W2JpS3KyUk+leSe3f2t3X3zJD8+Ljt5qZXteR9YdgG76cSs7/tmqupb5/7dPMk/je+nKx/KrlIHlbW87HxVnZvk+7r7iqo6o7vvPrPufd39fUssb7dV1VeTvCnJJUlqXPzgJK/JMPfH/1xWbburqt7b3f9lvL1vkucn2S/JUUnO6O47L7O+RaiqH9jRqiSv7+6V/eJWVWd39w+Mt/+lu//rzLr3rPrzV1XvS/IbGV6PhyZ5R5JXJvmrMTRZaVX1riQ/3t1fqKrrdPfXx+U3S3L69ud2FW1//VXVTZMckeE5vEuGXmyvXIe5PqrqjUnnFusQAAAJuUlEQVROzTDM7+FJ/iLJKzIEYffu7iOWWN5uqao/2tGqJI/o7pvuzXoWbe6985+7+/tn1l3l/iqaff+vqn/v7gNn1q10+6rqggyBeSXpJId098fG3gnvWOW2bVfDsLhHJ7lxkr/O0Hv0HePnmed19yE73cG12Ny5d2qSP+7uN9Qwn94fdvcPLbfC3VNV53X3na7pulVRVU/c0aokT+7ulQ0W1vl9M0mq6utJPjq3+IAkF2X4Pvsde7+qxZnNHKrq9CS/Ps7Pecckr+jug5db4Tes66TSz09yWlUdl+SNVfXcJK9N8t+S/PNSK1uMH0pyXJIzu/sFSVJV9+zuRy23rIW48i/23X1FkqNrmNfkbRk+iKyDM5P8bb4R5s1a9V4nXVXX7e6vZhgqliSpqhtkPXokfrW7X5/k9VV1wwx/wX9YkuOr6k3d/fDllrfbfrS7v5wk28Og0XWTPGI5JS1MJ8nY6+nlSV4+/jXqIUmOyXr0Mrlldz8vSarqMd39rHH582r1h2w+KsmTknx5g3VH7eVa9oRbjF9sKslNq6r6G3+xW4f3ztk2vGwn61ZOd2/bwaqvJ3nQXixlT7pud78vSarq0u5+R5J099nj78J18W3d/YYk6e5/WpO2fbSqfj3Jn3X3J5KkhmGoj8zQ82TV/d8MPdI36o230u8tWeP3zdGvZRi982sz7y8f6e7bLbeshdm3qvYdv8/esLvPTJLu/lBVXX/JtV3FWgZC3f28qnp/kv+V5I4Z2nmHJK9L8oxl1rYIY7p4nySPHxPH/53xy84aOKuqDu3uN25f0N1Pq6qLk7xgiXUt0rlJfqG7/3V+RVWt+i/nB+UbX7wvmll+8wxf5lbdlSHe2CPo5CQnjz1oHri0qhZkexi0wfLLkly20boV8rn5Bd39yQzdrle+6/VoZx8e99mbhewBZ2a4atM751dU1bF7v5yFe1GGiYiTYZjAfkkurWGC/nX4Q9ZfVdWNu/tz3T07ROf2ST60xLr2mHHo7UeWXceCzL63/MbculUfevsdVXVKht/vB1TVjcbnLrnq/FCr6sgMf/T42zEI6iSfSHJKkocus7AFOTvJ67r73fMrqurnllDPIq31+2Z3P6eqXpXkD8bvP0/N+nyfTVaog8q6Dhn7pSR/2d2r/uV6U1X1bUn+MMnBq961LknGxPTIJP/R3W+tqodn6BF1bpIXdfdXllrgAlTVg5O8r7vP22DdA7v7dUsoa4+pqsO7+5Rl17EIVfWr3f17y66Da26T95YTxl5tK62qnp7k2d39ubnlt09yXHc/eDmV7b5xPoEvzXxRWztV9Z0Z5so7IMnXMnzgf8X2ubxW2ZQ+l62jGi5c8tb58298zf5Udz97OZXtvg3m8ji7uz87hicP7u7jl1HXoqz7uVdVd0py+fa5u+bW3XJ7r6hVVVXfkeH3wm2zZr8XZo3vMf8nybbuvtWy61mUqrpnkl/MNzqoXJihg8pLxp5D1wrrGgh9Jsnnk/xbhvkTXt3fmGR6La3Dm16SVNVfZDhhbpTk0xmGib02yb2SpLsfubTi9oKqelR3v3TZdeyquvqk5pXk+CSPSZLufu1eLwqy6XtLdfeqD4nbqVV/b1l345e2/57k7zJMGvqeDK/TByV5THe/fXnV7b65z2WvzPC57Gpf4IDFmuJ3onWx7r8X5o1DNL+zu9+/7p9Zrm3tW9dA6D0ZrnJ07wx/ET48ybszfAh5bXd/donl7bbaeOb1s5PcOcNzevleLmlhtk8qPU4ofXGG8dxfq6pK8i89Tji9ruYnjVs1tcYTnidXTq78GxmGh90iQ9fWS5L8VYYeGJ9eYnnshPeW1X5v2ZmqekN333/ZdeyOGias//7xNXmjJKd19z2r6sAMk9av+oT8a/25bN2t8+++dW5bsv7n3jis9qkZ5ux6SoYr2v5Uht6/v9zdH1tiebtl3X8v7Mw6f2ZJrn3tW8s5hDJ88fx6hklC31xV101y/wwTT/5ekv2XWdwCXJarz8p+mwyhUCdZ5aFj16nhUtDflOEv+TdLcnmS62c9xnKnqt67o1VJbrk3a9kD1nnC82SYM+htGS7f+vHkyg8jjxjX3XeJtbFz3ltWWO386owrfaWVGftmGBJw/YwXUejufx8/w6y6df9ctu7W+XffOrctWf9z78R84+qap2e4uuYDMgR8L8xwVdFVtra/F9b5M0uyWu1b2x5CO0pN5yaLW0lV9aSs6azsVfUrGdL9fZI8J8Mb+YeT3D3Ja7r7aUssbyGq6hNJ7pfkU/Orkryzu79t71e1OFV1nQzP4QMzTHh+0jrMb5Ws/+Vb15n3ltV+b6mqr2XHV2e8e3ev9NWAquqXM1zW+11JfiTJs7r7pVW1f5L/190/utQCd9O6fy5bd+v8u2+d25as/7lXa3xp9gn8XljbzyzJarVvXXsIHbmjFav+xpes96zs3f0HY9vS3f9RVS/L0M31Rd39T8utbmFen+TG3X21Gear6u17v5zFGv8S9dyqenWGCc/X4rU5+mit9+Vb15b3lpV/b1nnqzOmu59bVW9N8t1JntPdHxyXX5pkpT/0j9b6c9kErPPvvnVuW7L+597aXl1zAr8X1vkzS7JC7VvLHkJTsq6zsrM+qurs7t7RcI+VUlXfkuHyrUdkmGsg+cblW4/r7vm/AgALUBO7OiNcm6zz7751btsU1BpfXRP2FoHQGpjSrOysnp11V14nzj1YDuceLM86n3/r3LYp8PzB1giE1sy1bdZyqKrHdPfzl13Hnubcg+Vw7sHyrPP5t85tmwLPH2zNus4htNZWadZyWKcwyLkHy+Hcg+VZ5/Nvnds2BZ4/2H0CodV0y+xk1vK9Xw5MhnMPlsO5B8uzzuffOrdtCjx/sJsEQqtpZWYthzXj3IPlcO7B8qzz+bfObZsCzx/sJnMIAQAAAEzMdZZdAAAAAAB7l0AIAAAAYGIEQgAAM6pqW1W9f5Nt7llVr99bNQEALJpACAAAAGBiBEIAAFe3b1X9RVWdW1WvqaobVdWhVfXBqjo7yU8uu0AAgN0hEAIAuLo7JXl+d393kv9M8sQkL0ryE0l+MMmtllgbAMBuEwgBAFzdhd39D+PtP09ycJKPdPe/dnePywAAVpZACADg6nru/s2WUgUAwB4iEAIAuLoDq+oe4+2HJ3lrkm1V9Z3jsqOWUxYAwGIIhAAAru68JI+tqnOTfEuSP0hydJJTx0mlL1lmcQAAu6uGYfAAAAAATIUeQgAAAAATIxACAAAAmBiBEAAAAMDECIQAAAAAJkYgBAAAADAxAiEAAACAiREIAQAAAEyMQAgAAABgYv4/yNhubBj5IKsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Z5rR68l7c35UZTil/2wxnXntPkh/r7n/ei/sEgD1myBgAAADAxJhUGgAAAGBiBEIAAAAAE7OyOYRufvOb95YtW1a1ewAAAIADznnnnffp7j58o/VWFght2bIl27dvX9XuAQAAAA44VbXQiQ0MGQMAAACYGIEQAAAAwMQIhAAAAAAmRiAEAAAAMDECIQAAAICJEQgBAAAATIxACAAAAGBiBEIAAAAAEyMQAgAAAJgYgRAAAADAxAiEAAAAACZGIAQAAAAwMQIhAAAAgIkRCAEAAABMjEAIAAAAYGIEQgAAAAATIxACAAAAmBiBEAAAAMDECIQAAAAAJkYgBAAAADAxAiEAAACAiTlk1QXsK1tOffOqS9irLnnO8asuAQAAANgk9BACAAAAmBiBEAAAAMDECIQAAAAAJmYycwixuR3Ic0CZ/wkAAIB9TQ8hAAAAgIkRCAEAAABMjCFjwF51IA/3Swz5AwAANic9hAAAAAAmRiAEAAAAMDELBUJVdVxVXVRVF1fVqWssf3RVXV5VF4yXxy6/VAAAAACWYcM5hKrq4CSnJ7lPkkuTbKuqrd39wblVX9Pdp+yFGgEAAABYokV6CB2b5OLu/mh3fy3JWUlO3LtlAQAAALC3LBIIHZHk4zO3Lx3b5j24qt5XVa+vqluvtaGqOrmqtlfV9ssvv3w3ygUAAABgTy1rUuk3JtnS3XdJ8tYkr1hrpe5+SXcf3d1HH3744UvaNQAAAAC7YpFA6LIksz1+jhzbvqm7P9PdXx1v/mGSuy+nPAAAAACWbZFAaFuSO1TVUVV1aJKTkmydXaGqbjVz84QkH1peiQAAAAAs04ZnGevuq6rqlCTnJDk4yRndfWFVPTPJ9u7emuQXq+qEJFcluSLJo/dizQAAAADsgQ0DoSTp7rOTnD3X9rSZ67+c5JeXWxoAAAAAe8OyJpUGAAAAYJMQCAEAAABMjEAIAAAAYGIWmkMIgGnacuqbV13CXnXJc45fdQkAALASeggBAAAATIxACAAAAGBiBEIAAAAAEyMQAgAAAJgYgRAAAADAxAiEAAAAACZGIAQAAAAwMQIhAAAAgIkRCAEAAABMjEAIAAAAYGIOWXUBAMDybTn1zasuYa+65DnHr7oEAIBNTQ8hAAAAgIkRCAEAAABMjCFjAAD7GUP+AIC9TQ8hAAAAgIkRCAEAAABMjEAIAAAAYGIEQgAAAAATIxACAAAAmBiBEAAAAMDECIQAAAAAJkYgBAAAADAxAiEAAACAiREIAQAAAEyMQAgAAABgYgRCAAAAABMjEAIAAACYGIEQAAAAwMQcsuoCAADgQLLl1DevuoS95pLnHL/qEgBYEj2EAAAAACZGIAQAAAAwMQIhAAAAgIkRCAEAAABMjEAIAAAAYGIWCoSq6riquqiqLq6qU3ey3oOrqqvq6OWVCAAAAMAybXja+ao6OMnpSe6T5NIk26pqa3d/cG69GyV5fJJ3741CAQAA9qYtp7551SXsVZc85/hVlwDsRxbpIXRskou7+6Pd/bUkZyU5cY31fj3Jc5NcucT6AAAAAFiyRQKhI5J8fOb2pWPbN1XV9ya5dXfvNFKvqpOrantVbb/88st3uVgAAAAA9tweTypdVQcl+e0kT9po3e5+SXcf3d1HH3744Xu6awAAAAB2w4ZzCCW5LMmtZ24fObbtcKMk35XknVWVJLdMsrWqTuju7csqFAAAANZjDqjNy7FbjUV6CG1LcoeqOqqqDk1yUpKtOxZ29+e7++bdvaW7tyQ5N4kwCAAAAGA/tWEg1N1XJTklyTlJPpTktd19YVU9s6pO2NsFAgAAALBciwwZS3efneTsubanrbPuvfa8LAAAAAD2lj2eVBoAAACAzUUgBAAAADAxAiEAAACAiREIAQAAAEyMQAgAAABgYgRCAAAAABMjEAIAAACYGIEQAAAAwMQIhAAAAAAmRiAEAAAAMDECIQAAAICJEQgBAAAATIxACAAAAGBiBEIAAAAAEyMQAgAAAJgYgRAAAADAxAiEAAAAACZGIAQAAAAwMQIhAAAAgIkRCAEAAABMjEAIAAAAYGIEQgAAAAATIxACAAAAmBiBEAAAAMDECIQAAAAAJkYgBAAAADAxAiEAAACAiREIAQAAAEyMQAgAAABgYgRCAAAAABMjEAIAAACYGIEQAAAAwMQIhAAAAAAmRiAEAAAAMDECIQAAAICJEQgBAAAATIxACAAAAGBiBEIAAAAAE7NQIFRVx1XVRVV1cVWdusbyn6uq91fVBVX1rqq60/JLBQAAAGAZNgyEqurgJKcnuV+SOyV5xBqBzx9193d3912TPC/Jby+9UgAAAACWYpEeQscmubi7P9rdX0tyVpITZ1fo7i/M3Lxhkl5eiQAAAAAs0yELrHNEko/P3L40yT3mV6qqxyV5YpJDk/zoWhuqqpOTnJwkt7nNbXa1VgAAAACWYGmTSnf36d39n5I8JcmvrrPOS7r76O4++vDDD1/WrgEAAADYBYsEQpclufXM7SPHtvWcleSBe1IUAAAAAHvPIoHQtiR3qKqjqurQJCcl2Tq7QlXdYebm8Uk+srwSAQAAAFimDecQ6u6rquqUJOckOTjJGd19YVU9M8n27t6a5JSq+rEkX0/y2SSP2ptFAwAAALD7FplUOt19dpKz59qeNnP98UuuCwAAAIC9ZGmTSgMAAACwOQiEAAAAACZGIAQAAAAwMQIhAAAAgIkRCAEAAABMjEAIAAAAYGIEQgAAAAATIxACAAAAmBiBEAAAAMDECIQAAAAAJkYgBAAAADAxAiEAAACAiREIAQAAAEyMQAgAAABgYgRCAAAAABMjEAIAAACYGIEQAAAAwMQIhAAAAAAmRiAEAAAAMDECIQAAAICJEQgBAAAATIxACAAAAGBiBEIAAAAAEyMQAgAAAJgYgRAAAADAxAiEAAAAACZGIAQAAAAwMQIhAAAAgIkRCAEAAABMjEAIAAAAYGIEQgAAAAATIxACAAAAmBiBEAAAAMDECIQAAAAAJkYgBAAAADAxAiEAAACAiREIAQAAAEyMQAgAAABgYhYKhKrquKq6qKourqpT11j+xKr6YFW9r6reVlW3XX6pAAAAACzDhoFQVR2c5PQk90typySPqKo7za323iRHd/ddkrw+yfOWXSgAAAAAy7FID6Fjk1zc3R/t7q8lOSvJibMrdPc7uvvL481zkxy53DIBAAAAWJZFAqEjknx85valY9t6HpPkz9daUFUnV9X2qtp++eWXL14lAAAAAEuz1Emlq+qnkhyd5PlrLe/ul3T30d199OGHH77MXQMAAACwoEMWWOeyJLeeuX3k2HYNVfVjSZ6a5Ie7+6vLKQ8AAACAZVukh9C2JHeoqqOq6tAkJyXZOrtCVd0tyYuTnNDdn1p+mQAAAAAsy4aBUHdfleSUJOck+VCS13b3hVX1zKo6YVzt+UkOS/K6qrqgqrauszkAAAAAVmyRIWPp7rOTnD3X9rSZ6z+25LoAAAAA2EuWOqk0AAAAAPs/gRAAAADAxAiEAAAAACZGIAQAAAAwMQIhAAAAgIkRCAEAAABMjEAIAAAAYGIEQgAAAAATIxACAAAAmBiBEAAAAMDECIQAAAAAJkYgBAAAADAxAiEAAACAiREIAQAAAEyMQAgAAABgYgRCAAAAABMjEAIAAACYGIEQAAAAwMQIhAAAAAAmRiAEAAAAMDECIQAAAICJEQgBAAAATIxACAAAAGBiBEIAAAAAEyMQAgAAAJgYgRAAAADAxAiEAAAAACZGIAQAAAAwMQIhAAAAgIkRCAEAAABMjEAIAAAAYGIEQgAAAAATIxACAAAAmBiBEAAAAMDECIQAAAAAJkYgBAAAADAxAiEAAACAiREIAQAAAEzMQoFQVR1XVRdV1cVVdeoay3+oqs6vqquq6iHLLxMAAACAZdkwEKqqg5OcnuR+Se6U5BFVdae51f4lyaOT/NGyCwQAAABguQ5ZYJ1jk1zc3R9Nkqo6K8mJST64Y4XuvmRcdvVeqBEAAACAJVpkyNgRST4+c/vSsW2XVdXJVbW9qrZffvnlu7MJAAAAAPbQPp1Uurtf0t1Hd/fRhx9++L7cNQAAAACjRQKhy5Lceub2kWMbAAAAAJvQIoHQtiR3qKqjqurQJCcl2bp3ywIAAABgb9kwEOruq5KckuScJB9K8truvrCqnllVJyRJVR1TVZcmeWiSF1fVhXuzaAAAAAB23yJnGUt3n53k7Lm2p81c35ZhKBkAAAAA+7l9Oqk0AAAAAKsnEAIAAACYGIEQAAAAwMQIhAAAAAAmRiAEAAAAMDECIQAAAICJEQgBAAAATIxACAAAAGBiBEIAAAAAEyMQAgAAAJgYgRAAAADAxAiEAAAAACZGIAQAAAAwMQIhAAAAgIkRCAEAAABMjEAIAAAAYGIEQgAAAAATIxACAAAAmBiBEAAAAMDECIQAAAAAJkYgBAAAADAxAiEAAACAiREIAQAAAEyMQAgAAABgYgRCAAAAABMjEAIAAACYGIEQAAAAwMQIhAAAAAAmRiAEAAAAMDECIQAAAICJEQgBAAAATIxACAAAAGBiBEIAAAAAEyMQAgAAAJgYgRAAAADAxAiEAAAAACZGIAQAAAAwMQIhAAAAgIlZKBCqquOq6qKquriqTl1j+XWr6jXj8ndX1ZZlFwoAAADAcmwYCFXVwUlOT3K/JHdK8oiqutPcao9J8tnuvn2SFyR57rILBQAAAGA5FukhdGySi7v7o939tSRnJTlxbp0Tk7xivP76JPeuqlpemQAAAAAsyyKB0BFJPj5z+9Kxbc11uvuqJJ9PcrNlFAgAAADAclV373yFqockOa67Hzve/q9J7tHdp8ys84FxnUvH2/80rvPpuW2dnOTk8eZ3JLloWXdkP3TzJJ/ecC32R47d5ub4bW6O3+bl2G1ujt/m5dhtbo7f5ub4bV4H+rG7bXcfvtFKhyywocuS3Hrm9pFj21rrXFpVhyS5cZLPzG+ou1+S5CUL7HPTq6rt3X30qutg1zl2m5vjt7k5fpuXY7e5OX6bl2O3uTl+m5vjt3k5doNFhoxtS3KHqjqqqg5NclKSrXPrbE3yqPH6Q5K8vTfqegQAAADASmzYQ6i7r6qqU5Kck+TgJGd094VV9cwk27t7a5KXJXlVVV2c5IoMoREAAAAA+6FFhoylu89OcvZc29Nmrl+Z5KHLLW3Tm8TQuAOUY7e5OX6bm+O3eTl2m5vjt3k5dpub47e5OX6bl2OXBSaVBgAAAODAssgcQgAAAAAcQARCAAAAABMjEAIAAACYmIUmlWZxVfWtSdLdV6y6FhZTVTdOclySI8amy5Kc092fW11VLKqq7pjkxFzz+G3t7g+trioW4djB6njv25yq6pAkj0nyoCT/39h8WZI/S/Ky7v76qmpjMVVVSY7NNV9772kTu8Je5X1vbXoILUFV3aaqzqqqy5O8O8l7qupTY9uW1VbHzlTVI5Ocn+ReSW4wXn4kyXnjMvZjVfWUJGclqSTvGS+V5NVVdeoqa2PnHLvNr6puXFUPr6onjpeHV9VNVl0XG/Pet6m9Ksldk5yW5P7j5RlJvifJ/1ldWSyiqu6b5CO59vH7yLiM/VxV3bGqnlJVvztenlJV37nqutg573vrc5axJaiqv0/yO0le393fGNsOTvLQJE/o7u9bZX2sr6ouSnKP+WS4qm6a5N3d/e2rqYxFVNU/Jrnz/C+iVXVokgu7+w6rqYyNOHab2/jh6elJ3pLhF7YkOTLJfZI8o7tfuara2Jj3vs2rqv5xveOzs2XsH6rqQ0nu192XzLUfleTs7hYs7MfGH7MekeEHrUvH5iOTnJTkrO5+zqpqY+e8763PkLHluHl3v2a2YQyGzqqqX19RTSymkqyVil49LmP/dnWGLvP/PNd+q3EZ+y/HbnN7apK7r/fBKolAaP/mvW/zuqKqHprkj7v76iSpqoMy/Aj52ZVWxiIOyX8ECbMuS3KdfVwLu+4xWfvHrN9OcmESgdD+y/veOgRCy3FeVb0wySuSfHxsu3WSRyV578qqYhHPTnJ+Vb0l/3HsbpPhV25h3v7vCUneVlUfyTWP3+2TnLKyqliEY7e5+WC1uXnv27xOSvLcJC+sqh0B0E2SvGMDOMApAAAKmElEQVRcxv7tjCTbquqsXPM7w0lJXrayqliUH7M2L+976zBkbAnGIQ6PyTUnR700yRszTPD31VXVxsbGX7R/PNeeYMwvbZvA+Mvo/OSM23YM32T/5dhtXlX1qCRPyzBk7FofrLr7zBWVxoK8921+VXWzJOnuz6y6FhY3zjez1gkVPri6qlhEVR2X5PczzAN1rR+zuvsvVlUbG/O+tzaBEACwy3ywgv1LVd2yuz+x6jrgQObHLA40AqG9rKoe0N1vWnUd7Lqqekl3n7zqOtg9VfWm7n7Aqutg1zl2sDre+zavqnpzdx+/6jrYPVV1Wneftuo6YGqm/r7ntPN73zGrLoDd9uJVF8Ae+dlVF8Buc+w2sap6yaprYI9479ukhEGb3nmrLoDdV1U6AGxek37f00NoSarq2CTd3duq6k5Jjkvy4e4+e8WlAcA+U1V3725fbDaZqvq27v7Uqutg91XVYd39xVXXAVNUVbfq7n9bdR2wq/QQWoKqenqS303yoqr6jQyTjd0wyalV9dSVFsdu8yv3/q+qDquqZ1bVhVX1+aq6vKrOrapHr7o2dq6qvqWqfqOqXlVVPzG37IWrqos9Jwza/1XVt85dbpbkPVV106r61lXXx24zKfF+rqpuV1VnVNWzxs8wL62qD1TV66pqy6rrY/cJg/ZvVXWXmevXqapfraqtVfW/quoGq6xt1fQQWoKqen+Suya5bpJPJDmyu79QVddP8u7uvstON8DK7OSDbyX5h+4+cl/Ww66pqj9L8oYkf5nkYRmC2LOS/GqSy7r7V1ZYHjtRVX+c4Swd5yb5mSRfT/IT3f3Vqjq/u793pQWyU1V14yS/nOSBSb4twynoP5Xkz5I8p7s/t8Ly2EBVXZ1rnzb5yAxnSO3uvt2+r4pFVNUT11uU5KndLdDbj1XVXyd5dZIbJ/mpJC9P8tok903yk939oyssjw1U1flJ/iTJq7v7n1ZdD4ub/WxZVb+V5GYZXn8PTHKz7n7kKutbJYHQElTVe7v7bvPXx9sXdPddV1cdO1NV38jwobhmmnu8fUR3H7qSwlhIVf1Dd3/PzO1t3X3MeAaID3b3HVdYHjsx/3/j2Jvy/klOSPJWgdD+rarOSfL2JK/YcVajqrplkkcluXd333eV9bFzVfWkJPdJ8j+7+/1j28e6+6jVVsZGqurKJM9PctUai/9Hd99kH5fELpj7zvAv3X2btZaxf6qqjyX54ww/Qn4iQ7j3mu7+15UWxobmXnsXJDmmu79eVTs6AUy2A8chqy7gAPG1qrpBd385yd13NI6/oF69urJYwEczfHn5l/kFVfXxFdTDrvlSVf1Ad7+rqk5IckWSdPfV43/w7L+uW1UHdffVSdLdz66qy5L8dZLDVlsaC9jS3c+dbRiDoedW1c+sqCYW1N2/VVWvSfKC8b3u6Rl+DGH/d36SP11raGZVPXYF9bBrrq6qb09ykyQ3qKqju3t7Vd0+ycErro2Nfba7fynJL1XVDyZ5RJLzq+pDGXoNmW5i/3XjqnpQhilzrtvdX0+GLrFVNen3P3MILccPjWFQdny5GV0nw6+l7L9+J8lN11n2vH1ZCLvlvyf57ar6bJInJ/mFJKmqw5OcvsrC2NAbk1yja3x3n5nkSUm+toqC2CX/XFVPrqpb7GioqltU1VOSCNM3ge6+tLsfmuSdSd6aZNJzKGwiP5254X5j77wkOXrfl8MuenKG979XZBiq8stV9ZEkf5fk11ZZGLumu/+mu38+yRFJnpvknisuiZ376wy90B+Q5Nwdn1/G/z8/vcrCVs2QMSbPGeIOHFX1A0mOTfKB7n7LquthcY7d5lJVN01yapITM8whlCSfTLI1wxxCn11VbSymqu6Y4YvMu5N8I8l/6u4PVNVx3f0Xq62OXWHetc2lqu6R5Orxc+edk9wvwzB3nzv3c1V1VneftOo6WI6qeuWU5w7aQSDEpI1niLtfhuGTb01yjyTvyDC3wjnd/ewVlscGquo93X3seP2xSU7JMMn0fZO8sbufs8r6WN/csfvZJI+LY3dAqKqf7u6Xr7oO1ldVv5jhNfehDCfFeHx3/9m4TLiwyZh7ZvNY43PnsRl66fncucl579u/VdXWNZp/NMN8iOnuE/ZtRfsPgRCT5gxxm9vcBHHbkty/uy+vqhsmObe7v3u1FbIex+7ANT9RKvuf8b3vnt39xfFU169P8qru/t/Chc2nqn6+u1+46jrYmM+dBy7vffu3qnpvkguT/GH+4wRCr05yUpJ091+trrrVMqk0U3dVd38jyZer6p+6+wtJ0t1fGU/Ly/7toHHoykEZAu7Lk6S7v1RVa52Bhf2HY7eJVdX71luU5BbrLGP/cVB3fzFJuvuSqrpXktdX1W1zzbNusgkIgzYVnzs3Me99m9rdkzw+yVMznGHzgqr6ypSDoB0EQkydM8RtbjdOcl6GN+Kuqlt1979V1WHxpWZ/59htbrdI8uNJ5ucKqgyTo7J/+2RV3bW7L0iSsafQA5KckUTvPNh7fO7c3Lz3bVLjiZ9eUFWvG//9ZGQhSTwI8EPd/dXEGeI2o+7ess6iq5M8aB+Wwi5y7Da9NyU5bEegMKuq3rnvy2EXPTLJNXridfdVSR5ZVS9eTUkwCT53bm7e+za57r40yUOr6vgkX1h1PfsDcwgBAAAATMxBqy4AAAAAgH1LIAQAAAAwMQIhAOCAUVVfXHUNAACbgUAIAAAAYGIEQgDAAaeqDquqt1XV+VX1/qo6cWzfUlUfqqqXVtWFVfWWqrr+uOyYqnpfVV1QVc+vqg+M7Y+uqt+f2fabqupe4/UXVdX2cVvPmFnn/lX14ao6r6p+t6reNLbfsKrOqKr3VNV7d9QFALCvCYQAgAPRlUke1N3fm+RHkvxWVdW47A5JTu/uOyf5XJIHj+0vT/LfuvuuSb6x4H6e2t1HJ7lLkh+uqrtU1fWSvDjJ/br77kkOn10/ydu7+9ixrudX1Q13/24CAOwegRAAcCCqJP+rqt6X5C+THJHkFuOyj3X3BeP185JsqaqbJLlRd//92P5HC+7nYVV1fpL3JrlzkjsluWOSj3b3x8Z1Xj2z/n2TnFpVFyR5Z5LrJbnNrt45AIA9dciqCwAA2At+MkPPnLt399er6pIM4UuSfHVmvW8kuf4G27oq1/wR7XpJUlVHJfmlJMd092er6syZfaynkjy4uy9a5E4AAOwteggBAAeiGyf51BgG/UiS2+5s5e7+XJJ/r6p7jE0nzSy+JMldq+qgqrp1kmPH9m9J8qUkn6+qWyS539h+UZLbVdWW8fbDZ7Z1TpJf2DF8raruthv3DQBgj+khBAAciP5vkjdW1fuTbE/y4QX+5jFJXlpVVyf5qySfH9v/NsnHknwwyYeSnJ8k3f0PVfXecdsfH9dLd3+lqn4+yV9U1ZeSbJvZx68n+Z0k76uqg8btPmBP7igAwO6o7l51DQAAK1dVh3X3F8frpya5VXc/fk+2NfYEOj3JR7r7BUssFwBgjxgyBgAwOH485fwHkvxgkmftwbZ+dpw4+sIMw9devIwCAQCWRQ8hAAAAgInRQwgAAABgYgRCAAAAABMjEAIAAACYGIEQAAAAwMQIhAAAAAAmRiAEAAAAMDH/DymaOjzcMJgiAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# data_all_train.columns.values\n",
    "# for column in data_all_train.columns.values:\n",
    "#      if column not in ['target', 'msno', 'song_id']:\n",
    "#          print(column)\n",
    "for column in data_all_train.columns.values:\n",
    "    if column not in ['target', 'msno', 'song_id']:\n",
    "        # 观察 column 变量的 target 平均值，并排序\n",
    "        column_target = data_all_train.groupby(column)['target'].mean().sort_values(ascending=False).head(20)\n",
    "        # 观察 column 变量的 target 平均值, 用 柱状图 表示\n",
    "        plot = column_target.plot(kind='bar', title='target', figsize=(20, 5))\n",
    "        plot.set_ylim(0, np.max(column_target.values) + 0.05)\n",
    "        plt.title('Mean target value for variable %s' % column, fontsize=15)\n",
    "        plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "取 mean 值最大的前 20 条数据，画柱状图\n",
    "city 影响不大，\n",
    "年龄 bd 有影响，但是有离群点需要处理，统计每个年龄段多少人。\n",
    "性别 gender 影响不大，（true）\n",
    "注册方式 registered_via 影响不大\n",
    "注册时间 registration_init_time 影响不大，但是平均值都接近 1，需要进一步分析，分段。\n",
    "到期时间 expiration_date 稍有影响，分段。\n",
    "歌曲长度 song_length 影响不大，最好分段。\n",
    "类别 genre_ids，影响不大，one_hot 编码，多个值如何 one_hot。\n",
    "歌手 artist_name，影响不大，考虑：类别编码...\n",
    "作曲 composer 影响不大，可以和 artist_name 字段采用相同的处理方法。\n",
    "作词 lyricist 影响不大，可以和 artist_name 字段采用相同的处理方法。\n",
    "语言 language 稍有影响。\n",
    "歌曲名字 name 影响不大。\n",
    "\n",
    "\n",
    "因为是取前20条最大的，很多影响不大的字段都可能是分类过细，取的前20条都是1.\n",
    "\n",
    "\n",
    "确定需要的字段：\n",
    "类别型：\n",
    "source_system_tab，\n",
    "source_screen_name\n",
    "source_type\n",
    "\n",
    "数值型：\n",
    "\n",
    "需要进一步分析的字段：\n",
    "类别型：\n",
    "city\n",
    "registration_init_time\n",
    "expiration_date\n",
    "genre_ids\n",
    "artist_name：歌手\n",
    "composer：作曲\n",
    "lyricist：作词\n",
    "name\n",
    "\n",
    "数值型：\n",
    "bd\n",
    "song_length\n",
    "\n",
    "舍弃的变量：\n",
    "gender\n",
    "registered_via\n",
    "language：语言"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_all_train = data_all_train.fillna(0)   # 填充空值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 将没影响的一些特征边量\n",
    "data_train_after_drop3 = data_all_train.drop(['gender', 'registered_via','language'], axis = 1)\n",
    "data_train_after_drop3.head()\n",
    "with open(model_path+'data_train_after_drop3.pkl','wb') as fw:\n",
    "    pk.dump(data_train_after_drop3, fw)\n",
    "fw.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['msno', 'song_id', 'source_system_tab', 'source_screen_name',\n",
       "       'source_type', 'target', 'city', 'bd', 'registration_init_time',\n",
       "       'expiration_date', 'song_length', 'genre_ids', 'artist_name',\n",
       "       'composer', 'lyricist', 'name'], dtype=object)"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_train_after_drop3.columns.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for column in data_train_after_drop3.columns.values:\n",
    "    if column not in ['source_system_tab', 'source_screen_name', 'source_type','target', 'msno', 'song_id','artist_name',\n",
    "       'composer', 'lyricist', 'name',  'song_length']:\n",
    "        # 观察 column 变量的 target 平均值，并排序\n",
    "        column_target = data_all_train.groupby(column)['target'].mean().sort_values(ascending=False)\n",
    "        # 观察 column 变量的 target 平均值, 用 柱状图 表示\n",
    "        plot = column_target.plot(kind='bar', title='target', figsize=(20, 5))\n",
    "        plot.set_ylim(0, np.max(column_target.values) + 0.05)\n",
    "        plt.title('Mean target value for variable %s' % column, fontsize=15)\n",
    "        plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "需要继续舍弃 city \n",
    "'artist_name',\n",
    "'composer', \n",
    "'lyricist', \n",
    "'name',  \n",
    "'song_length'\n",
    "'bd', 'registration_init_time',\n",
    "'expiration_date','genre_ids' 继续保留"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 去掉city特征，保存新的数据\n",
    "data_train_after_drop_city = data_train_after_drop3.drop(['city'], axis = 1)\n",
    "data_train_after_drop_city.head()\n",
    "with open(model_path+'data_train_after_drop_city.pkl','wb') as fw:\n",
    "    pk.dump(data_train_after_drop_city, fw)\n",
    "fw.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>msno</th>\n",
       "      <th>song_id</th>\n",
       "      <th>source_system_tab</th>\n",
       "      <th>source_screen_name</th>\n",
       "      <th>source_type</th>\n",
       "      <th>target</th>\n",
       "      <th>bd</th>\n",
       "      <th>registration_init_time</th>\n",
       "      <th>expiration_date</th>\n",
       "      <th>song_length</th>\n",
       "      <th>genre_ids</th>\n",
       "      <th>artist_name</th>\n",
       "      <th>composer</th>\n",
       "      <th>lyricist</th>\n",
       "      <th>name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>201969</th>\n",
       "      <td>FGtllVqz18RPiwJj/edr2gV78zirAiY/9SmYvia+kCg=</td>\n",
       "      <td>BBzumQNXUHKdEBOB7mAJuzok+IJA1c2Ryg/yzTF6tik=</td>\n",
       "      <td>explore</td>\n",
       "      <td>Explore</td>\n",
       "      <td>online-playlist</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>20120102</td>\n",
       "      <td>20171005</td>\n",
       "      <td>206471.0</td>\n",
       "      <td>359</td>\n",
       "      <td>Bastille</td>\n",
       "      <td>Dan Smith| Mark Crew</td>\n",
       "      <td>0</td>\n",
       "      <td>Good Grief</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1932462</th>\n",
       "      <td>Xumu+NIjS6QYVxDS4/t3SawvJ7viT9hPKXmf0RtLNx8=</td>\n",
       "      <td>bhp/MpSNoqoxOIB+/l8WPqu6jldth4DIpCm3ayXnJqM=</td>\n",
       "      <td>my library</td>\n",
       "      <td>Local playlist more</td>\n",
       "      <td>local-playlist</td>\n",
       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "      <td>20110525</td>\n",
       "      <td>20170911</td>\n",
       "      <td>284584.0</td>\n",
       "      <td>1259</td>\n",
       "      <td>Various Artists</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Lords of Cardboard</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183559</th>\n",
       "      <td>Xumu+NIjS6QYVxDS4/t3SawvJ7viT9hPKXmf0RtLNx8=</td>\n",
       "      <td>JNWfrrC7zNN7BdMpsISKa4Mw+xVJYNnxXh3/Epw7QgY=</td>\n",
       "      <td>my library</td>\n",
       "      <td>Local playlist more</td>\n",
       "      <td>local-playlist</td>\n",
       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "      <td>20110525</td>\n",
       "      <td>20170911</td>\n",
       "      <td>225396.0</td>\n",
       "      <td>1259</td>\n",
       "      <td>Nas</td>\n",
       "      <td>N. Jones、W. Adams、J. Lordan、D. Ingle</td>\n",
       "      <td>0</td>\n",
       "      <td>Hip Hop Is Dead(Album Version (Edited))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149511</th>\n",
       "      <td>Xumu+NIjS6QYVxDS4/t3SawvJ7viT9hPKXmf0RtLNx8=</td>\n",
       "      <td>2A87tzfnJTSWqD7gIZHisolhe4DMdzkbd6LzO1KHjNs=</td>\n",
       "      <td>my library</td>\n",
       "      <td>Local playlist more</td>\n",
       "      <td>local-playlist</td>\n",
       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "      <td>20110525</td>\n",
       "      <td>20170911</td>\n",
       "      <td>255512.0</td>\n",
       "      <td>1019</td>\n",
       "      <td>Soundway</td>\n",
       "      <td>Kwadwo Donkoh</td>\n",
       "      <td>0</td>\n",
       "      <td>Disco Africa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74867</th>\n",
       "      <td>FGtllVqz18RPiwJj/edr2gV78zirAiY/9SmYvia+kCg=</td>\n",
       "      <td>3qm6XTZ6MOCU11x8FIVbAGH5l5uMkT3/ZalWG1oo2Gc=</td>\n",
       "      <td>explore</td>\n",
       "      <td>Explore</td>\n",
       "      <td>online-playlist</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>20120102</td>\n",
       "      <td>20171005</td>\n",
       "      <td>187802.0</td>\n",
       "      <td>1011</td>\n",
       "      <td>Brett Young</td>\n",
       "      <td>Brett Young| Kelly Archer| Justin Ebach</td>\n",
       "      <td>0</td>\n",
       "      <td>Sleep Without You</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 msno  \\\n",
       "201969   FGtllVqz18RPiwJj/edr2gV78zirAiY/9SmYvia+kCg=   \n",
       "1932462  Xumu+NIjS6QYVxDS4/t3SawvJ7viT9hPKXmf0RtLNx8=   \n",
       "183559   Xumu+NIjS6QYVxDS4/t3SawvJ7viT9hPKXmf0RtLNx8=   \n",
       "149511   Xumu+NIjS6QYVxDS4/t3SawvJ7viT9hPKXmf0RtLNx8=   \n",
       "74867    FGtllVqz18RPiwJj/edr2gV78zirAiY/9SmYvia+kCg=   \n",
       "\n",
       "                                              song_id source_system_tab  \\\n",
       "201969   BBzumQNXUHKdEBOB7mAJuzok+IJA1c2Ryg/yzTF6tik=           explore   \n",
       "1932462  bhp/MpSNoqoxOIB+/l8WPqu6jldth4DIpCm3ayXnJqM=        my library   \n",
       "183559   JNWfrrC7zNN7BdMpsISKa4Mw+xVJYNnxXh3/Epw7QgY=        my library   \n",
       "149511   2A87tzfnJTSWqD7gIZHisolhe4DMdzkbd6LzO1KHjNs=        my library   \n",
       "74867    3qm6XTZ6MOCU11x8FIVbAGH5l5uMkT3/ZalWG1oo2Gc=           explore   \n",
       "\n",
       "          source_screen_name      source_type  target  bd  \\\n",
       "201969               Explore  online-playlist       1   0   \n",
       "1932462  Local playlist more   local-playlist       1  24   \n",
       "183559   Local playlist more   local-playlist       1  24   \n",
       "149511   Local playlist more   local-playlist       1  24   \n",
       "74867                Explore  online-playlist       1   0   \n",
       "\n",
       "         registration_init_time  expiration_date  song_length genre_ids  \\\n",
       "201969                 20120102         20171005     206471.0       359   \n",
       "1932462                20110525         20170911     284584.0      1259   \n",
       "183559                 20110525         20170911     225396.0      1259   \n",
       "149511                 20110525         20170911     255512.0      1019   \n",
       "74867                  20120102         20171005     187802.0      1011   \n",
       "\n",
       "             artist_name                                 composer lyricist  \\\n",
       "201969          Bastille                     Dan Smith| Mark Crew        0   \n",
       "1932462  Various Artists                                        0        0   \n",
       "183559               Nas     N. Jones、W. Adams、J. Lordan、D. Ingle        0   \n",
       "149511          Soundway                            Kwadwo Donkoh        0   \n",
       "74867        Brett Young  Brett Young| Kelly Archer| Justin Ebach        0   \n",
       "\n",
       "                                            name  \n",
       "201969                                Good Grief  \n",
       "1932462                       Lords of Cardboard  \n",
       "183559   Hip Hop Is Dead(Album Version (Edited))  \n",
       "149511                              Disco Africa  \n",
       "74867                          Sleep Without You  "
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_train_after_drop_city.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(7377418, 15)"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_train_after_drop_city.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1    3714656\n",
       "0    3662762\n",
       "Name: target, dtype: int64"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_train_after_drop_city.target.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['msno', 'song_id', 'source_system_tab', 'source_screen_name',\n",
       "       'source_type', 'target', 'bd', 'registration_init_time',\n",
       "       'expiration_date', 'song_length', 'genre_ids', 'artist_name',\n",
       "       'composer', 'lyricist', 'name'], dtype=object)"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_train_after_drop_city.columns.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x172e1cba8>"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# bd: 年龄。注意：年龄数据有离群点 ，画箱线图\n",
    "# print(type(data_train_after_drop_city[data_train_after_drop_city['bd'] < 125]))\n",
    "data_train_after_drop_city.bd.plot.box()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x146bf64e0>"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data_train_after_drop_city[(data_train_after_drop_city.bd < 100) & (data_train_after_drop_city.bd > 9)].bd.plot.box()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "28.734196128487913\n"
     ]
    }
   ],
   "source": [
    "# 数据正常用户年龄平均值\n",
    "bd_mean = data_train_after_drop_city[(data_train_after_drop_city.bd < 100) & (data_train_after_drop_city.bd > 9)].bd.mean()\n",
    "print(bd_mean)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_all_train_temp = data_all_train.drop('target', axis = 1)\n",
    "# 统计缺失值个数\n",
    "missing_count = (data_all_train_temp == 0).sum(axis = 1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(model_path+'missing_count.pkl','wb') as fw:\n",
    "    pk.dump(missing_count, fw)\n",
    "fw.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>msno</th>\n",
       "      <th>song_id</th>\n",
       "      <th>source_system_tab</th>\n",
       "      <th>source_screen_name</th>\n",
       "      <th>source_type</th>\n",
       "      <th>target</th>\n",
       "      <th>bd</th>\n",
       "      <th>registration_init_time</th>\n",
       "      <th>expiration_date</th>\n",
       "      <th>song_length</th>\n",
       "      <th>genre_ids</th>\n",
       "      <th>artist_name</th>\n",
       "      <th>composer</th>\n",
       "      <th>lyricist</th>\n",
       "      <th>name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>201969</th>\n",
       "      <td>FGtllVqz18RPiwJj/edr2gV78zirAiY/9SmYvia+kCg=</td>\n",
       "      <td>BBzumQNXUHKdEBOB7mAJuzok+IJA1c2Ryg/yzTF6tik=</td>\n",
       "      <td>explore</td>\n",
       "      <td>Explore</td>\n",
       "      <td>online-playlist</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>20120102</td>\n",
       "      <td>20171005</td>\n",
       "      <td>206471.0</td>\n",
       "      <td>359</td>\n",
       "      <td>Bastille</td>\n",
       "      <td>Dan Smith| Mark Crew</td>\n",
       "      <td>0</td>\n",
       "      <td>Good Grief</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1932462</th>\n",
       "      <td>Xumu+NIjS6QYVxDS4/t3SawvJ7viT9hPKXmf0RtLNx8=</td>\n",
       "      <td>bhp/MpSNoqoxOIB+/l8WPqu6jldth4DIpCm3ayXnJqM=</td>\n",
       "      <td>my library</td>\n",
       "      <td>Local playlist more</td>\n",
       "      <td>local-playlist</td>\n",
       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "      <td>20110525</td>\n",
       "      <td>20170911</td>\n",
       "      <td>284584.0</td>\n",
       "      <td>1259</td>\n",
       "      <td>Various Artists</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Lords of Cardboard</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183559</th>\n",
       "      <td>Xumu+NIjS6QYVxDS4/t3SawvJ7viT9hPKXmf0RtLNx8=</td>\n",
       "      <td>JNWfrrC7zNN7BdMpsISKa4Mw+xVJYNnxXh3/Epw7QgY=</td>\n",
       "      <td>my library</td>\n",
       "      <td>Local playlist more</td>\n",
       "      <td>local-playlist</td>\n",
       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "      <td>20110525</td>\n",
       "      <td>20170911</td>\n",
       "      <td>225396.0</td>\n",
       "      <td>1259</td>\n",
       "      <td>Nas</td>\n",
       "      <td>N. Jones、W. Adams、J. Lordan、D. Ingle</td>\n",
       "      <td>0</td>\n",
       "      <td>Hip Hop Is Dead(Album Version (Edited))</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149511</th>\n",
       "      <td>Xumu+NIjS6QYVxDS4/t3SawvJ7viT9hPKXmf0RtLNx8=</td>\n",
       "      <td>2A87tzfnJTSWqD7gIZHisolhe4DMdzkbd6LzO1KHjNs=</td>\n",
       "      <td>my library</td>\n",
       "      <td>Local playlist more</td>\n",
       "      <td>local-playlist</td>\n",
       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "      <td>20110525</td>\n",
       "      <td>20170911</td>\n",
       "      <td>255512.0</td>\n",
       "      <td>1019</td>\n",
       "      <td>Soundway</td>\n",
       "      <td>Kwadwo Donkoh</td>\n",
       "      <td>0</td>\n",
       "      <td>Disco Africa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74867</th>\n",
       "      <td>FGtllVqz18RPiwJj/edr2gV78zirAiY/9SmYvia+kCg=</td>\n",
       "      <td>3qm6XTZ6MOCU11x8FIVbAGH5l5uMkT3/ZalWG1oo2Gc=</td>\n",
       "      <td>explore</td>\n",
       "      <td>Explore</td>\n",
       "      <td>online-playlist</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>20120102</td>\n",
       "      <td>20171005</td>\n",
       "      <td>187802.0</td>\n",
       "      <td>1011</td>\n",
       "      <td>Brett Young</td>\n",
       "      <td>Brett Young| Kelly Archer| Justin Ebach</td>\n",
       "      <td>0</td>\n",
       "      <td>Sleep Without You</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 msno  \\\n",
       "201969   FGtllVqz18RPiwJj/edr2gV78zirAiY/9SmYvia+kCg=   \n",
       "1932462  Xumu+NIjS6QYVxDS4/t3SawvJ7viT9hPKXmf0RtLNx8=   \n",
       "183559   Xumu+NIjS6QYVxDS4/t3SawvJ7viT9hPKXmf0RtLNx8=   \n",
       "149511   Xumu+NIjS6QYVxDS4/t3SawvJ7viT9hPKXmf0RtLNx8=   \n",
       "74867    FGtllVqz18RPiwJj/edr2gV78zirAiY/9SmYvia+kCg=   \n",
       "\n",
       "                                              song_id source_system_tab  \\\n",
       "201969   BBzumQNXUHKdEBOB7mAJuzok+IJA1c2Ryg/yzTF6tik=           explore   \n",
       "1932462  bhp/MpSNoqoxOIB+/l8WPqu6jldth4DIpCm3ayXnJqM=        my library   \n",
       "183559   JNWfrrC7zNN7BdMpsISKa4Mw+xVJYNnxXh3/Epw7QgY=        my library   \n",
       "149511   2A87tzfnJTSWqD7gIZHisolhe4DMdzkbd6LzO1KHjNs=        my library   \n",
       "74867    3qm6XTZ6MOCU11x8FIVbAGH5l5uMkT3/ZalWG1oo2Gc=           explore   \n",
       "\n",
       "          source_screen_name      source_type  target  bd  \\\n",
       "201969               Explore  online-playlist       1   0   \n",
       "1932462  Local playlist more   local-playlist       1  24   \n",
       "183559   Local playlist more   local-playlist       1  24   \n",
       "149511   Local playlist more   local-playlist       1  24   \n",
       "74867                Explore  online-playlist       1   0   \n",
       "\n",
       "         registration_init_time  expiration_date  song_length genre_ids  \\\n",
       "201969                 20120102         20171005     206471.0       359   \n",
       "1932462                20110525         20170911     284584.0      1259   \n",
       "183559                 20110525         20170911     225396.0      1259   \n",
       "149511                 20110525         20170911     255512.0      1019   \n",
       "74867                  20120102         20171005     187802.0      1011   \n",
       "\n",
       "             artist_name                                 composer lyricist  \\\n",
       "201969          Bastille                     Dan Smith| Mark Crew        0   \n",
       "1932462  Various Artists                                        0        0   \n",
       "183559               Nas     N. Jones、W. Adams、J. Lordan、D. Ingle        0   \n",
       "149511          Soundway                            Kwadwo Donkoh        0   \n",
       "74867        Brett Young  Brett Young| Kelly Archer| Justin Ebach        0   \n",
       "\n",
       "                                            name  \n",
       "201969                                Good Grief  \n",
       "1932462                       Lords of Cardboard  \n",
       "183559   Hip Hop Is Dead(Album Version (Edited))  \n",
       "149511                              Disco Africa  \n",
       "74867                          Sleep Without You  "
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "with open(model_path+'data_train_after_drop_city.pkl', 'rb') as fr:\n",
    "    data_train_after_drop_city = pk.load(fr)\n",
    "fr.close()\n",
    "data_train_after_drop_city.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.series.Series'>\n"
     ]
    },
    {
     "data": {
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       "    }\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>msno</th>\n",
       "      <th>song_id</th>\n",
       "      <th>source_system_tab</th>\n",
       "      <th>source_screen_name</th>\n",
       "      <th>source_type</th>\n",
       "      <th>target</th>\n",
       "      <th>bd</th>\n",
       "      <th>registration_init_time</th>\n",
       "      <th>expiration_date</th>\n",
       "      <th>song_length</th>\n",
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       "      <th>artist_name</th>\n",
       "      <th>composer</th>\n",
       "      <th>lyricist</th>\n",
       "      <th>name</th>\n",
       "      <th>missing_count</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>201969</th>\n",
       "      <td>FGtllVqz18RPiwJj/edr2gV78zirAiY/9SmYvia+kCg=</td>\n",
       "      <td>BBzumQNXUHKdEBOB7mAJuzok+IJA1c2Ryg/yzTF6tik=</td>\n",
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       "      <td>0</td>\n",
       "      <td>20120102</td>\n",
       "      <td>20171005</td>\n",
       "      <td>206471.0</td>\n",
       "      <td>359</td>\n",
       "      <td>Bastille</td>\n",
       "      <td>Dan Smith| Mark Crew</td>\n",
       "      <td>0</td>\n",
       "      <td>Good Grief</td>\n",
       "      <td>3</td>\n",
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       "    <tr>\n",
       "      <th>1932462</th>\n",
       "      <td>Xumu+NIjS6QYVxDS4/t3SawvJ7viT9hPKXmf0RtLNx8=</td>\n",
       "      <td>bhp/MpSNoqoxOIB+/l8WPqu6jldth4DIpCm3ayXnJqM=</td>\n",
       "      <td>my library</td>\n",
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       "      <td>local-playlist</td>\n",
       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "      <td>20110525</td>\n",
       "      <td>20170911</td>\n",
       "      <td>284584.0</td>\n",
       "      <td>1259</td>\n",
       "      <td>Various Artists</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Lords of Cardboard</td>\n",
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       "      <th>183559</th>\n",
       "      <td>Xumu+NIjS6QYVxDS4/t3SawvJ7viT9hPKXmf0RtLNx8=</td>\n",
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       "      <td>my library</td>\n",
       "      <td>Local playlist more</td>\n",
       "      <td>local-playlist</td>\n",
       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "      <td>20110525</td>\n",
       "      <td>20170911</td>\n",
       "      <td>225396.0</td>\n",
       "      <td>1259</td>\n",
       "      <td>Nas</td>\n",
       "      <td>N. Jones、W. Adams、J. Lordan、D. Ingle</td>\n",
       "      <td>0</td>\n",
       "      <td>Hip Hop Is Dead(Album Version (Edited))</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149511</th>\n",
       "      <td>Xumu+NIjS6QYVxDS4/t3SawvJ7viT9hPKXmf0RtLNx8=</td>\n",
       "      <td>2A87tzfnJTSWqD7gIZHisolhe4DMdzkbd6LzO1KHjNs=</td>\n",
       "      <td>my library</td>\n",
       "      <td>Local playlist more</td>\n",
       "      <td>local-playlist</td>\n",
       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "      <td>20110525</td>\n",
       "      <td>20170911</td>\n",
       "      <td>255512.0</td>\n",
       "      <td>1019</td>\n",
       "      <td>Soundway</td>\n",
       "      <td>Kwadwo Donkoh</td>\n",
       "      <td>0</td>\n",
       "      <td>Disco Africa</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>74867</th>\n",
       "      <td>FGtllVqz18RPiwJj/edr2gV78zirAiY/9SmYvia+kCg=</td>\n",
       "      <td>3qm6XTZ6MOCU11x8FIVbAGH5l5uMkT3/ZalWG1oo2Gc=</td>\n",
       "      <td>explore</td>\n",
       "      <td>Explore</td>\n",
       "      <td>online-playlist</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>20120102</td>\n",
       "      <td>20171005</td>\n",
       "      <td>187802.0</td>\n",
       "      <td>1011</td>\n",
       "      <td>Brett Young</td>\n",
       "      <td>Brett Young| Kelly Archer| Justin Ebach</td>\n",
       "      <td>0</td>\n",
       "      <td>Sleep Without You</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "                                                 msno  \\\n",
       "201969   FGtllVqz18RPiwJj/edr2gV78zirAiY/9SmYvia+kCg=   \n",
       "1932462  Xumu+NIjS6QYVxDS4/t3SawvJ7viT9hPKXmf0RtLNx8=   \n",
       "183559   Xumu+NIjS6QYVxDS4/t3SawvJ7viT9hPKXmf0RtLNx8=   \n",
       "149511   Xumu+NIjS6QYVxDS4/t3SawvJ7viT9hPKXmf0RtLNx8=   \n",
       "74867    FGtllVqz18RPiwJj/edr2gV78zirAiY/9SmYvia+kCg=   \n",
       "\n",
       "                                              song_id source_system_tab  \\\n",
       "201969   BBzumQNXUHKdEBOB7mAJuzok+IJA1c2Ryg/yzTF6tik=           explore   \n",
       "1932462  bhp/MpSNoqoxOIB+/l8WPqu6jldth4DIpCm3ayXnJqM=        my library   \n",
       "183559   JNWfrrC7zNN7BdMpsISKa4Mw+xVJYNnxXh3/Epw7QgY=        my library   \n",
       "149511   2A87tzfnJTSWqD7gIZHisolhe4DMdzkbd6LzO1KHjNs=        my library   \n",
       "74867    3qm6XTZ6MOCU11x8FIVbAGH5l5uMkT3/ZalWG1oo2Gc=           explore   \n",
       "\n",
       "          source_screen_name      source_type  target  bd  \\\n",
       "201969               Explore  online-playlist       1   0   \n",
       "1932462  Local playlist more   local-playlist       1  24   \n",
       "183559   Local playlist more   local-playlist       1  24   \n",
       "149511   Local playlist more   local-playlist       1  24   \n",
       "74867                Explore  online-playlist       1   0   \n",
       "\n",
       "         registration_init_time  expiration_date  song_length genre_ids  \\\n",
       "201969                 20120102         20171005     206471.0       359   \n",
       "1932462                20110525         20170911     284584.0      1259   \n",
       "183559                 20110525         20170911     225396.0      1259   \n",
       "149511                 20110525         20170911     255512.0      1019   \n",
       "74867                  20120102         20171005     187802.0      1011   \n",
       "\n",
       "             artist_name                                 composer lyricist  \\\n",
       "201969          Bastille                     Dan Smith| Mark Crew        0   \n",
       "1932462  Various Artists                                        0        0   \n",
       "183559               Nas     N. Jones、W. Adams、J. Lordan、D. Ingle        0   \n",
       "149511          Soundway                            Kwadwo Donkoh        0   \n",
       "74867        Brett Young  Brett Young| Kelly Archer| Justin Ebach        0   \n",
       "\n",
       "                                            name  missing_count  \n",
       "201969                                Good Grief              3  \n",
       "1932462                       Lords of Cardboard              2  \n",
       "183559   Hip Hop Is Dead(Album Version (Edited))              1  \n",
       "149511                              Disco Africa              1  \n",
       "74867                          Sleep Without You              3  "
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "# 添加 缺失值数量，作为一个新的特征\n",
    "print(type(missing_count))\n",
    "missing_count.value_counts()\n",
    "data_train_after_drop_city['missing_count'] = missing_count\n",
    "data_train_after_drop_city.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>201969</th>\n",
       "      <td>FGtllVqz18RPiwJj/edr2gV78zirAiY/9SmYvia+kCg=</td>\n",
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       "      <td>28.734196</td>\n",
       "      <td>20120102</td>\n",
       "      <td>20171005</td>\n",
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       "      <td>359</td>\n",
       "      <td>Bastille</td>\n",
       "      <td>Dan Smith| Mark Crew</td>\n",
       "      <td>0</td>\n",
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       "      <th>1932462</th>\n",
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       "      <td>24.000000</td>\n",
       "      <td>20110525</td>\n",
       "      <td>20170911</td>\n",
       "      <td>284584.0</td>\n",
       "      <td>1259</td>\n",
       "      <td>Various Artists</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>225396.0</td>\n",
       "      <td>1259</td>\n",
       "      <td>Nas</td>\n",
       "      <td>N. Jones、W. Adams、J. Lordan、D. Ingle</td>\n",
       "      <td>0</td>\n",
       "      <td>Hip Hop Is Dead(Album Version (Edited))</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149511</th>\n",
       "      <td>Xumu+NIjS6QYVxDS4/t3SawvJ7viT9hPKXmf0RtLNx8=</td>\n",
       "      <td>2A87tzfnJTSWqD7gIZHisolhe4DMdzkbd6LzO1KHjNs=</td>\n",
       "      <td>my library</td>\n",
       "      <td>Local playlist more</td>\n",
       "      <td>local-playlist</td>\n",
       "      <td>1</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>20110525</td>\n",
       "      <td>20170911</td>\n",
       "      <td>255512.0</td>\n",
       "      <td>1019</td>\n",
       "      <td>Soundway</td>\n",
       "      <td>Kwadwo Donkoh</td>\n",
       "      <td>0</td>\n",
       "      <td>Disco Africa</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74867</th>\n",
       "      <td>FGtllVqz18RPiwJj/edr2gV78zirAiY/9SmYvia+kCg=</td>\n",
       "      <td>3qm6XTZ6MOCU11x8FIVbAGH5l5uMkT3/ZalWG1oo2Gc=</td>\n",
       "      <td>explore</td>\n",
       "      <td>Explore</td>\n",
       "      <td>online-playlist</td>\n",
       "      <td>1</td>\n",
       "      <td>28.734196</td>\n",
       "      <td>20120102</td>\n",
       "      <td>20171005</td>\n",
       "      <td>187802.0</td>\n",
       "      <td>1011</td>\n",
       "      <td>Brett Young</td>\n",
       "      <td>Brett Young| Kelly Archer| Justin Ebach</td>\n",
       "      <td>0</td>\n",
       "      <td>Sleep Without You</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 msno  \\\n",
       "201969   FGtllVqz18RPiwJj/edr2gV78zirAiY/9SmYvia+kCg=   \n",
       "1932462  Xumu+NIjS6QYVxDS4/t3SawvJ7viT9hPKXmf0RtLNx8=   \n",
       "183559   Xumu+NIjS6QYVxDS4/t3SawvJ7viT9hPKXmf0RtLNx8=   \n",
       "149511   Xumu+NIjS6QYVxDS4/t3SawvJ7viT9hPKXmf0RtLNx8=   \n",
       "74867    FGtllVqz18RPiwJj/edr2gV78zirAiY/9SmYvia+kCg=   \n",
       "\n",
       "                                              song_id source_system_tab  \\\n",
       "201969   BBzumQNXUHKdEBOB7mAJuzok+IJA1c2Ryg/yzTF6tik=           explore   \n",
       "1932462  bhp/MpSNoqoxOIB+/l8WPqu6jldth4DIpCm3ayXnJqM=        my library   \n",
       "183559   JNWfrrC7zNN7BdMpsISKa4Mw+xVJYNnxXh3/Epw7QgY=        my library   \n",
       "149511   2A87tzfnJTSWqD7gIZHisolhe4DMdzkbd6LzO1KHjNs=        my library   \n",
       "74867    3qm6XTZ6MOCU11x8FIVbAGH5l5uMkT3/ZalWG1oo2Gc=           explore   \n",
       "\n",
       "          source_screen_name      source_type  target         bd  \\\n",
       "201969               Explore  online-playlist       1  28.734196   \n",
       "1932462  Local playlist more   local-playlist       1  24.000000   \n",
       "183559   Local playlist more   local-playlist       1  24.000000   \n",
       "149511   Local playlist more   local-playlist       1  24.000000   \n",
       "74867                Explore  online-playlist       1  28.734196   \n",
       "\n",
       "         registration_init_time  expiration_date  song_length genre_ids  \\\n",
       "201969                 20120102         20171005     206471.0       359   \n",
       "1932462                20110525         20170911     284584.0      1259   \n",
       "183559                 20110525         20170911     225396.0      1259   \n",
       "149511                 20110525         20170911     255512.0      1019   \n",
       "74867                  20120102         20171005     187802.0      1011   \n",
       "\n",
       "             artist_name                                 composer lyricist  \\\n",
       "201969          Bastille                     Dan Smith| Mark Crew        0   \n",
       "1932462  Various Artists                                        0        0   \n",
       "183559               Nas     N. Jones、W. Adams、J. Lordan、D. Ingle        0   \n",
       "149511          Soundway                            Kwadwo Donkoh        0   \n",
       "74867        Brett Young  Brett Young| Kelly Archer| Justin Ebach        0   \n",
       "\n",
       "                                            name  missing_count  \n",
       "201969                                Good Grief              3  \n",
       "1932462                       Lords of Cardboard              2  \n",
       "183559   Hip Hop Is Dead(Album Version (Edited))              1  \n",
       "149511                              Disco Africa              1  \n",
       "74867                          Sleep Without You              3  "
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 将bd 特征中的离群值都设置为中位数\n",
    "data_train_after_drop_city.loc[data_train_after_drop_city['bd'] == 0, 'bd'] = bd_mean\n",
    "data_train_after_drop_city.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "song_length min: 0\n",
      "song_length max: 10851706\n"
     ]
    }
   ],
   "source": [
    "# 歌曲长度离散化\n",
    "data_train_after_drop_city.song_length.value_counts()\n",
    "print(\"song_length min: %d\" % data_train_after_drop_city.song_length.min())\n",
    "print(\"song_length max: %d\" % data_train_after_drop_city.song_length.max())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>10799972.0</td>\n",
       "      <td>940</td>\n",
       "      <td>Jason Stephenson</td>\n",
       "      <td>Jason Stephenson</td>\n",
       "      <td>0</td>\n",
       "      <td>Deep Relaxing Sleep Music (3 Hours)</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>973590</th>\n",
       "      <td>7eGIx8lbOaTAfWUAJ7gpgyn/PCAGJrZi9CE30rlR7FM=</td>\n",
       "      <td>RSGqo59JS3DmqXnrR3EjLQyN4MIHZ57WWK4aiyyhnr8=</td>\n",
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       "      <td>20170715</td>\n",
       "      <td>9146340.0</td>\n",
       "      <td>1609</td>\n",
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       "      <td>4</td>\n",
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       "    <tr>\n",
       "      <th>572970</th>\n",
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       "      <td>Barbara Lee Frey</td>\n",
       "      <td>Barbara Lee Frey</td>\n",
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       "      <td>1</td>\n",
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       "      <td>song-based-playlist</td>\n",
       "      <td>0</td>\n",
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       "      <td>20160831</td>\n",
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       "      <td>0</td>\n",
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       "      <td>Monstercat Podcast (028 Uproar Edition)</td>\n",
       "      <td>4</td>\n",
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       "      <td>La Nuit The Finest Of Chill House Lounge by DJ...</td>\n",
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       "      <td>0</td>\n",
       "      <td>The Finest Of Chill House Lounge by DJ Jondal ...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210129</th>\n",
       "      <td>7eGIx8lbOaTAfWUAJ7gpgyn/PCAGJrZi9CE30rlR7FM=</td>\n",
       "      <td>B87zELshc/0udmUEWmBlun61rAtd7C7Ma9Nr1wPnVVg=</td>\n",
       "      <td>my library</td>\n",
       "      <td>Search</td>\n",
       "      <td>song</td>\n",
       "      <td>1</td>\n",
       "      <td>28.734196</td>\n",
       "      <td>20150719</td>\n",
       "      <td>20170715</td>\n",
       "      <td>6332917.0</td>\n",
       "      <td>1609</td>\n",
       "      <td>Various Artists</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Monstercat Best of 2012</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1187963</th>\n",
       "      <td>4+Vm4UTMchhw0yQGjkMRmYZ3RVVML36DvdxRxujA5PE=</td>\n",
       "      <td>aLVV0qDdCSiu8pAYFvlTfUYw8W2qLSbAus3h8kIer+k=</td>\n",
       "      <td>discover</td>\n",
       "      <td>Album more</td>\n",
       "      <td>album</td>\n",
       "      <td>0</td>\n",
       "      <td>53.000000</td>\n",
       "      <td>20110828</td>\n",
       "      <td>20180427</td>\n",
       "      <td>6259078.0</td>\n",
       "      <td>1152</td>\n",
       "      <td>Osho</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Just Lucky| I Guess!</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255869</th>\n",
       "      <td>yWp3MFqAHAXTPzWmCEOOA2gqjOwArBOTMjxrNQc7i9s=</td>\n",
       "      <td>+DSOxr5yyT/suEHhbliZBJN9jguVmaYA3Kgs5QtwWgE=</td>\n",
       "      <td>discover</td>\n",
       "      <td>Album more</td>\n",
       "      <td>album</td>\n",
       "      <td>0</td>\n",
       "      <td>43.000000</td>\n",
       "      <td>20110215</td>\n",
       "      <td>20171005</td>\n",
       "      <td>5333159.0</td>\n",
       "      <td>0</td>\n",
       "      <td>自然的聲音</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>叢林和降雨</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8850</th>\n",
       "      <td>pUgjwUOZr3OaRgC+xUQZR+5ldz1npY0YevzDQlt/xLE=</td>\n",
       "      <td>sOw3/yKOOvXi7R0kM5FmAUunXWx3FMFjlnorcwoUta0=</td>\n",
       "      <td>my library</td>\n",
       "      <td>0</td>\n",
       "      <td>local-library</td>\n",
       "      <td>0</td>\n",
       "      <td>28.734196</td>\n",
       "      <td>20160312</td>\n",
       "      <td>20180624</td>\n",
       "      <td>5279764.0</td>\n",
       "      <td>0</td>\n",
       "      <td>自然的聲音</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>河流入海</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1706107</th>\n",
       "      <td>V9eDHTxd0p5O+Em26uoLe3G9nfIPo39VbXaHzolRBhw=</td>\n",
       "      <td>RgSv6D3saWBAJljmbRWyH2cIQub3xvPxzdETb9kBnCU=</td>\n",
       "      <td>my library</td>\n",
       "      <td>Local playlist more</td>\n",
       "      <td>local-playlist</td>\n",
       "      <td>0</td>\n",
       "      <td>34.000000</td>\n",
       "      <td>20100615</td>\n",
       "      <td>20170916</td>\n",
       "      <td>5279764.0</td>\n",
       "      <td>0</td>\n",
       "      <td>自然的聲音</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>雷聲和降雨</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 msno  \\\n",
       "1040690  OOUnJuX4SteRhUdJZ9B2DqtfiwsfcZVBefEhXLeBsFg=   \n",
       "1645896  OOUnJuX4SteRhUdJZ9B2DqtfiwsfcZVBefEhXLeBsFg=   \n",
       "66351    OOUnJuX4SteRhUdJZ9B2DqtfiwsfcZVBefEhXLeBsFg=   \n",
       "973590   7eGIx8lbOaTAfWUAJ7gpgyn/PCAGJrZi9CE30rlR7FM=   \n",
       "572970   OOUnJuX4SteRhUdJZ9B2DqtfiwsfcZVBefEhXLeBsFg=   \n",
       "644900   R3lZe/HroDb7kJ3SAfS+PQJM4FtA+RxDufZO/Qq3jlM=   \n",
       "1743731  ARrCBHZ3h3XJted+kMxanZcxUDmAGk0LmACZueaLvmM=   \n",
       "1727107  7eGIx8lbOaTAfWUAJ7gpgyn/PCAGJrZi9CE30rlR7FM=   \n",
       "230679   7eGIx8lbOaTAfWUAJ7gpgyn/PCAGJrZi9CE30rlR7FM=   \n",
       "230679   7pt5Vb4HDvEys2b1U7AtmRKgGPDQGUdRm6tcD3CMdNU=   \n",
       "57029    ZUlrG4UvvT6j8fzxCYugRzvLgfJei4cMBAYVE2sMg/4=   \n",
       "503838   WRox77WNSI9SNKSH1U37q0Pmj/CwzNY6/NQ66fONoL8=   \n",
       "2026620  WRox77WNSI9SNKSH1U37q0Pmj/CwzNY6/NQ66fONoL8=   \n",
       "1975392  Fo3gT4fsSh9BBBSKsl6fafwLtXChadoFvpHwkwba2/M=   \n",
       "312908   m5iz1R+S469pKVuNPnQVZYN9yPsPn7CkLDc/NMVe8sA=   \n",
       "210129   7eGIx8lbOaTAfWUAJ7gpgyn/PCAGJrZi9CE30rlR7FM=   \n",
       "1187963  4+Vm4UTMchhw0yQGjkMRmYZ3RVVML36DvdxRxujA5PE=   \n",
       "255869   yWp3MFqAHAXTPzWmCEOOA2gqjOwArBOTMjxrNQc7i9s=   \n",
       "8850     pUgjwUOZr3OaRgC+xUQZR+5ldz1npY0YevzDQlt/xLE=   \n",
       "1706107  V9eDHTxd0p5O+Em26uoLe3G9nfIPo39VbXaHzolRBhw=   \n",
       "\n",
       "                                              song_id source_system_tab  \\\n",
       "1040690  DI6XZ9AYU+ki4Xx9ugnzHpCbV9zebaVWhfnUtFRjTOU=        my library   \n",
       "1645896  h/mvoqjwvlBA5g4MuKfJdyLjTgqoqzXAKiTR2e+p9U8=        my library   \n",
       "66351    1yuU35ZwObN53FM+mS4Rnn0xk7GMBEyh1o8+koVOKjI=        my library   \n",
       "973590   RSGqo59JS3DmqXnrR3EjLQyN4MIHZ57WWK4aiyyhnr8=        my library   \n",
       "572970   wf33nsMEcv9hKU4yt9bKhY3hRFWpDZPVRaL6jko+/l4=        my library   \n",
       "644900   PCx/H+KRhTd5Hz3FBwYxlQnI2JhCNEzQZYICKPH2kMc=            search   \n",
       "1743731  32eFdfdfYLx1l93JqvpKbAKx9XKytwtG3drO8R9CztQ=          discover   \n",
       "1727107  unGNuq0JeOI/oQ6po/nR0Ne1no75Ky6xOHaSku2k7hk=        my library   \n",
       "230679   lyzL1m6P8JJcjeCb0rGswnFE8uYJxeJ90SQkeYBIfxo=        my library   \n",
       "230679   lyzL1m6P8JJcjeCb0rGswnFE8uYJxeJ90SQkeYBIfxo=        my library   \n",
       "57029    GvFLgP9une5Q9tLmOJgA4EIHQMQClElFDhXxWVHPrs4=          discover   \n",
       "503838   Rq/R4Vx9x9hGpItDeecGc6V5x4YjiqpV6h3g5ydxGm4=            search   \n",
       "2026620  04zhIgnlunZxDFV3r1aR8hNLOcqd/k7rNltY7K5xkIo=            search   \n",
       "1975392  B/Eu5cxoyLAQ9V7xg2IPMtnab59LIvvxuMUcAfuW/dY=          discover   \n",
       "312908   V+6LfKYl34Hk3VK01mMCfj3KFOUc6i/YUE8C6HXjrGQ=          discover   \n",
       "210129   B87zELshc/0udmUEWmBlun61rAtd7C7Ma9Nr1wPnVVg=        my library   \n",
       "1187963  aLVV0qDdCSiu8pAYFvlTfUYw8W2qLSbAus3h8kIer+k=          discover   \n",
       "255869   +DSOxr5yyT/suEHhbliZBJN9jguVmaYA3Kgs5QtwWgE=          discover   \n",
       "8850     sOw3/yKOOvXi7R0kM5FmAUunXWx3FMFjlnorcwoUta0=        my library   \n",
       "1706107  RgSv6D3saWBAJljmbRWyH2cIQub3xvPxzdETb9kBnCU=        my library   \n",
       "\n",
       "           source_screen_name          source_type  target         bd  \\\n",
       "1040690   Local playlist more       local-playlist       1  43.000000   \n",
       "1645896   Local playlist more       local-playlist       1  43.000000   \n",
       "66351     Local playlist more       local-playlist       1  43.000000   \n",
       "973590             My library        local-library       1  28.734196   \n",
       "572970    Local playlist more       local-playlist       1  43.000000   \n",
       "644900                 Search                 song       0  27.000000   \n",
       "1743731                Search      online-playlist       0  20.000000   \n",
       "1727107   Local playlist more        local-library       1  28.734196   \n",
       "230679    Local playlist more        local-library       0  28.734196   \n",
       "230679    Local playlist more       local-playlist       1  22.000000   \n",
       "57029                  Search      online-playlist       1  28.734196   \n",
       "503838                 Search                 song       0  33.000000   \n",
       "2026620                Search                 song       0  33.000000   \n",
       "1975392  Online playlist more  song-based-playlist       0  28.734196   \n",
       "312908       Discover Feature                album       1  28.734196   \n",
       "210129                 Search                 song       1  28.734196   \n",
       "1187963            Album more                album       0  53.000000   \n",
       "255869             Album more                album       0  43.000000   \n",
       "8850                        0        local-library       0  28.734196   \n",
       "1706107   Local playlist more       local-playlist       0  34.000000   \n",
       "\n",
       "         registration_init_time  expiration_date  song_length genre_ids  \\\n",
       "1040690                20060522         20171022   10851706.0       940   \n",
       "1645896                20060522         20171022   10800065.0       940   \n",
       "66351                  20060522         20171022   10799972.0       940   \n",
       "973590                 20150719         20170715    9146340.0      1609   \n",
       "572970                 20060522         20171022    8679526.0       940   \n",
       "644900                 20111101         20170909    7621067.0       465   \n",
       "1743731                20140822         20171006    7575835.0      1609   \n",
       "1727107                20150719         20170715    7371499.0      1609   \n",
       "230679                 20150719         20170715    7219083.0      1609   \n",
       "230679                 20130903         20170918    7219083.0      1609   \n",
       "57029                  20161006         20161019    7206545.0      1609   \n",
       "503838                 20131125         20180115    7199950.0       545   \n",
       "2026620                20131125         20180115    7199950.0       545   \n",
       "1975392                20160831         20170401    6962364.0      1609   \n",
       "312908                 20120524         20170930    6448901.0      1609   \n",
       "210129                 20150719         20170715    6332917.0      1609   \n",
       "1187963                20110828         20180427    6259078.0      1152   \n",
       "255869                 20110215         20171005    5333159.0         0   \n",
       "8850                   20160312         20180624    5279764.0         0   \n",
       "1706107                20100615         20170916    5279764.0         0   \n",
       "\n",
       "                                               artist_name          composer  \\\n",
       "1040690                                   Jason Stephenson  Jason Stephenson   \n",
       "1645896                                   Jason Stephenson  Jason Stephenson   \n",
       "66351                                     Jason Stephenson  Jason Stephenson   \n",
       "973590                                     Various Artists                 0   \n",
       "572970                                    Jason Stephenson  Jason Stephenson   \n",
       "644900                                 Workout Electronica                 0   \n",
       "1743731                                    Various Artists                 0   \n",
       "1727107                                         Monstercat                 0   \n",
       "230679                                          Monstercat                 0   \n",
       "230679                                          Monstercat                 0   \n",
       "57029                                      Various Artists                 0   \n",
       "503838                                    Barbara Lee Frey  Barbara Lee Frey   \n",
       "2026620                                   Barbara Lee Frey  Barbara Lee Frey   \n",
       "1975392                                         Monstercat                 0   \n",
       "312908   La Nuit The Finest Of Chill House Lounge by DJ...                 0   \n",
       "210129                                     Various Artists                 0   \n",
       "1187963                                               Osho                 0   \n",
       "255869                                               自然的聲音                 0   \n",
       "8850                                                 自然的聲音                 0   \n",
       "1706107                                              自然的聲音                 0   \n",
       "\n",
       "        lyricist                                               name  \\\n",
       "1040690        0  Falling Asleep: Gentle Sleep Music with Harp S...   \n",
       "1645896        0                      Sleep Zzzone Meditation Music   \n",
       "66351          0                Deep Relaxing Sleep Music (3 Hours)   \n",
       "973590         0                           Best of 2016 (Album Mix)   \n",
       "572970         0  A Gentle Calm: Calming Music for Deep Sleep an...   \n",
       "644900         0  House Workout Music 2017 Top 100 Running Remix...   \n",
       "1743731        0  Progressive House 2017 Top 100 Hits DJ Mix (1h...   \n",
       "1727107        0  Monstercat Podcast EP. 127 (2016 Mix Contest F...   \n",
       "230679         0  Monstercat Podcast EP. 087 (Threshold Album Sp...   \n",
       "230679         0  Monstercat Podcast EP. 087 (Threshold Album Sp...   \n",
       "57029          0  Edm Workout Music Hits 2016 (Top 100 Dubstep +...   \n",
       "503838         0  Guided Meditation for Deep Sleep: Sleeping wit...   \n",
       "2026620        0                   Guided Meditation for Deep Sleep   \n",
       "1975392        0            Monstercat Podcast (028 Uproar Edition)   \n",
       "312908         0  The Finest Of Chill House Lounge by DJ Jondal ...   \n",
       "210129         0                            Monstercat Best of 2012   \n",
       "1187963        0                               Just Lucky| I Guess!   \n",
       "255869         0                                              叢林和降雨   \n",
       "8850           0                                               河流入海   \n",
       "1706107        0                                              雷聲和降雨   \n",
       "\n",
       "         missing_count  \n",
       "1040690              1  \n",
       "1645896              1  \n",
       "66351                1  \n",
       "973590               4  \n",
       "572970               1  \n",
       "644900               2  \n",
       "1743731              2  \n",
       "1727107              4  \n",
       "230679               4  \n",
       "230679               2  \n",
       "57029                4  \n",
       "503838               1  \n",
       "2026620              1  \n",
       "1975392              4  \n",
       "312908               4  \n",
       "210129               4  \n",
       "1187963              2  \n",
       "255869               3  \n",
       "8850                 6  \n",
       "1706107              3  "
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# data_train_after_drop_city[ (data_train_after_drop_city.song_length != 0) ].song_length.plot.box()\n",
    "data_train_after_drop_city[data_train_after_drop_city.song_length > 60*60*1000].sort_values(ascending=False, by = 'song_length').head(20)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>msno</th>\n",
       "      <th>song_id</th>\n",
       "      <th>source_system_tab</th>\n",
       "      <th>source_screen_name</th>\n",
       "      <th>source_type</th>\n",
       "      <th>target</th>\n",
       "      <th>bd</th>\n",
       "      <th>registration_init_time</th>\n",
       "      <th>expiration_date</th>\n",
       "      <th>song_length</th>\n",
       "      <th>genre_ids</th>\n",
       "      <th>artist_name</th>\n",
       "      <th>composer</th>\n",
       "      <th>lyricist</th>\n",
       "      <th>name</th>\n",
       "      <th>missing_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [msno, song_id, source_system_tab, source_screen_name, source_type, target, bd, registration_init_time, expiration_date, song_length, genre_ids, artist_name, composer, lyricist, name, missing_count]\n",
       "Index: []"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_train_after_drop_city[(data_train_after_drop_city.song_length < 1000) & (data_train_after_drop_city.song_length != 0) ].head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_song_length_section(song_length):\n",
    "    if song_length < 1000*60*5:\n",
    "        return 1\n",
    "    elif song_length < 1000*60*10:\n",
    "        return 2\n",
    "    elif song_length < 1000*60*20:\n",
    "        return 3\n",
    "    elif song_length < 1000*60*30:\n",
    "        return 4\n",
    "    elif song_length < 1000*60*40:\n",
    "        return 5\n",
    "    elif song_length < 1000*60*50:\n",
    "        return 6\n",
    "    elif song_length < 1000*60*60:\n",
    "        return 7\n",
    "    else: \n",
    "        return 8"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "song_length = data_train_after_drop_city.apply(lambda x: get_song_length_section(x.song_length), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_train_after_drop_city['song_length_section'] = song_length"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "song_length_section_target = data_train_after_drop_city.groupby('song_length_section')['target'].mean().sort_values(ascending=False)\n",
    "# 观察 column 变量的 target 平均值, 用 柱状图 表示\n",
    "plot = song_length_section_target.plot(kind='bar', title='target', figsize=(20, 5))\n",
    "plot.set_ylim(0, np.max(column_target.values) + 0.05)\n",
    "plt.title('Mean target value for variable %s' % 'song_length_section', fontsize=15)\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>msno</th>\n",
       "      <th>song_id</th>\n",
       "      <th>source_system_tab</th>\n",
       "      <th>source_screen_name</th>\n",
       "      <th>source_type</th>\n",
       "      <th>target</th>\n",
       "      <th>bd</th>\n",
       "      <th>registration_init_time</th>\n",
       "      <th>expiration_date</th>\n",
       "      <th>song_length</th>\n",
       "      <th>genre_ids</th>\n",
       "      <th>artist_name</th>\n",
       "      <th>composer</th>\n",
       "      <th>lyricist</th>\n",
       "      <th>name</th>\n",
       "      <th>missing_count</th>\n",
       "      <th>song_length_section</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>201969</th>\n",
       "      <td>FGtllVqz18RPiwJj/edr2gV78zirAiY/9SmYvia+kCg=</td>\n",
       "      <td>BBzumQNXUHKdEBOB7mAJuzok+IJA1c2Ryg/yzTF6tik=</td>\n",
       "      <td>explore</td>\n",
       "      <td>Explore</td>\n",
       "      <td>online-playlist</td>\n",
       "      <td>1</td>\n",
       "      <td>28.734196</td>\n",
       "      <td>20120102</td>\n",
       "      <td>20171005</td>\n",
       "      <td>206471.0</td>\n",
       "      <td>359</td>\n",
       "      <td>Bastille</td>\n",
       "      <td>Dan Smith| Mark Crew</td>\n",
       "      <td>0</td>\n",
       "      <td>Good Grief</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1932462</th>\n",
       "      <td>Xumu+NIjS6QYVxDS4/t3SawvJ7viT9hPKXmf0RtLNx8=</td>\n",
       "      <td>bhp/MpSNoqoxOIB+/l8WPqu6jldth4DIpCm3ayXnJqM=</td>\n",
       "      <td>my library</td>\n",
       "      <td>Local playlist more</td>\n",
       "      <td>local-playlist</td>\n",
       "      <td>1</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>20110525</td>\n",
       "      <td>20170911</td>\n",
       "      <td>284584.0</td>\n",
       "      <td>1259</td>\n",
       "      <td>Various Artists</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Lords of Cardboard</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183559</th>\n",
       "      <td>Xumu+NIjS6QYVxDS4/t3SawvJ7viT9hPKXmf0RtLNx8=</td>\n",
       "      <td>JNWfrrC7zNN7BdMpsISKa4Mw+xVJYNnxXh3/Epw7QgY=</td>\n",
       "      <td>my library</td>\n",
       "      <td>Local playlist more</td>\n",
       "      <td>local-playlist</td>\n",
       "      <td>1</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>20110525</td>\n",
       "      <td>20170911</td>\n",
       "      <td>225396.0</td>\n",
       "      <td>1259</td>\n",
       "      <td>Nas</td>\n",
       "      <td>N. Jones、W. Adams、J. Lordan、D. Ingle</td>\n",
       "      <td>0</td>\n",
       "      <td>Hip Hop Is Dead(Album Version (Edited))</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149511</th>\n",
       "      <td>Xumu+NIjS6QYVxDS4/t3SawvJ7viT9hPKXmf0RtLNx8=</td>\n",
       "      <td>2A87tzfnJTSWqD7gIZHisolhe4DMdzkbd6LzO1KHjNs=</td>\n",
       "      <td>my library</td>\n",
       "      <td>Local playlist more</td>\n",
       "      <td>local-playlist</td>\n",
       "      <td>1</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>20110525</td>\n",
       "      <td>20170911</td>\n",
       "      <td>255512.0</td>\n",
       "      <td>1019</td>\n",
       "      <td>Soundway</td>\n",
       "      <td>Kwadwo Donkoh</td>\n",
       "      <td>0</td>\n",
       "      <td>Disco Africa</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74867</th>\n",
       "      <td>FGtllVqz18RPiwJj/edr2gV78zirAiY/9SmYvia+kCg=</td>\n",
       "      <td>3qm6XTZ6MOCU11x8FIVbAGH5l5uMkT3/ZalWG1oo2Gc=</td>\n",
       "      <td>explore</td>\n",
       "      <td>Explore</td>\n",
       "      <td>online-playlist</td>\n",
       "      <td>1</td>\n",
       "      <td>28.734196</td>\n",
       "      <td>20120102</td>\n",
       "      <td>20171005</td>\n",
       "      <td>187802.0</td>\n",
       "      <td>1011</td>\n",
       "      <td>Brett Young</td>\n",
       "      <td>Brett Young| Kelly Archer| Justin Ebach</td>\n",
       "      <td>0</td>\n",
       "      <td>Sleep Without You</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 msno  \\\n",
       "201969   FGtllVqz18RPiwJj/edr2gV78zirAiY/9SmYvia+kCg=   \n",
       "1932462  Xumu+NIjS6QYVxDS4/t3SawvJ7viT9hPKXmf0RtLNx8=   \n",
       "183559   Xumu+NIjS6QYVxDS4/t3SawvJ7viT9hPKXmf0RtLNx8=   \n",
       "149511   Xumu+NIjS6QYVxDS4/t3SawvJ7viT9hPKXmf0RtLNx8=   \n",
       "74867    FGtllVqz18RPiwJj/edr2gV78zirAiY/9SmYvia+kCg=   \n",
       "\n",
       "                                              song_id source_system_tab  \\\n",
       "201969   BBzumQNXUHKdEBOB7mAJuzok+IJA1c2Ryg/yzTF6tik=           explore   \n",
       "1932462  bhp/MpSNoqoxOIB+/l8WPqu6jldth4DIpCm3ayXnJqM=        my library   \n",
       "183559   JNWfrrC7zNN7BdMpsISKa4Mw+xVJYNnxXh3/Epw7QgY=        my library   \n",
       "149511   2A87tzfnJTSWqD7gIZHisolhe4DMdzkbd6LzO1KHjNs=        my library   \n",
       "74867    3qm6XTZ6MOCU11x8FIVbAGH5l5uMkT3/ZalWG1oo2Gc=           explore   \n",
       "\n",
       "          source_screen_name      source_type  target         bd  \\\n",
       "201969               Explore  online-playlist       1  28.734196   \n",
       "1932462  Local playlist more   local-playlist       1  24.000000   \n",
       "183559   Local playlist more   local-playlist       1  24.000000   \n",
       "149511   Local playlist more   local-playlist       1  24.000000   \n",
       "74867                Explore  online-playlist       1  28.734196   \n",
       "\n",
       "         registration_init_time  expiration_date  song_length genre_ids  \\\n",
       "201969                 20120102         20171005     206471.0       359   \n",
       "1932462                20110525         20170911     284584.0      1259   \n",
       "183559                 20110525         20170911     225396.0      1259   \n",
       "149511                 20110525         20170911     255512.0      1019   \n",
       "74867                  20120102         20171005     187802.0      1011   \n",
       "\n",
       "             artist_name                                 composer lyricist  \\\n",
       "201969          Bastille                     Dan Smith| Mark Crew        0   \n",
       "1932462  Various Artists                                        0        0   \n",
       "183559               Nas     N. Jones、W. Adams、J. Lordan、D. Ingle        0   \n",
       "149511          Soundway                            Kwadwo Donkoh        0   \n",
       "74867        Brett Young  Brett Young| Kelly Archer| Justin Ebach        0   \n",
       "\n",
       "                                            name  missing_count  \\\n",
       "201969                                Good Grief              3   \n",
       "1932462                       Lords of Cardboard              2   \n",
       "183559   Hip Hop Is Dead(Album Version (Edited))              1   \n",
       "149511                              Disco Africa              1   \n",
       "74867                          Sleep Without You              3   \n",
       "\n",
       "         song_length_section  \n",
       "201969                     1  \n",
       "1932462                    1  \n",
       "183559                     1  \n",
       "149511                     1  \n",
       "74867                      1  "
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_train_after_drop_city.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(model_path+'data_train_after_drop_city_v1.pkl','wb') as fw:\n",
    "    pk.dump(data_train_after_drop_city, fw)\n",
    "fw.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 查看每个 item 被评分次数\n",
    "item_freq = data_train_after_drop_city.song_id.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 查看每个用户的评分次数\n",
    "user_freq = data_train_after_drop_city.msno.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "user's number 30755, item's num 359966 \n"
     ]
    }
   ],
   "source": [
    "# 参与评分的用户数和 item 数\n",
    "n_users = data_train_after_drop_city.msno.unique().shape[0]\n",
    "n_items = data_train_after_drop_city.song_id.unique().shape[0]\n",
    "print(\"user's number %d, item's num %d \" % (n_users,n_items))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_3 = df_1.merge(df_2,how='left',left_index=True,right_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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